[2025-12-23T20:15:03.023397] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-23T20:15:03.192146] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-23T20:15:03.360639] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-23T20:15:03.533111] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-23T20:15:03.533488] [WARN ] [STATE     ] State set to: WAITING
[2025-12-23T20:15:03.533550] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-23T20:15:03.604341] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-23T20:15:03.608645] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-23), and is a dependency of this service.
[2025-12-23T20:15:03.675773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-23T20:15:03.744122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-23T20:15:03.811807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-23T20:15:03.812053] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-23T20:15:03.812118] [INFO ] [CACHE     ] Starting cache update
[2025-12-23T20:15:03.812157] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-23T20:15:03.816429] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-23T20:15:03.816739] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-23T20:15:03.816784] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-23T20:15:03.816814] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-23T20:15:03.816844] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-23T20:15:03.889422] [DEBUG] [REMOTE    ] Fetched 3557 unique symbols from directory listing.
[2025-12-23T20:15:03.898075] [INFO ] [sig       ] Skipping 3557 symbols with existing configuration
[2025-12-23T20:15:03.898222] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-23T20:15:03.899746] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-23T20:15:03.899797] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-23T20:15:04.013501] [DEBUG] [REMOTE    ] Fetched 3557 unique symbols from directory listing.
[2025-12-23T20:15:04.017451] [INFO ] [sig       ] Found 3557 active symbols to forecast
[2025-12-23T20:15:04.020723] [INFO ] [sig       ] [1/3557] Forecasting A...
[2025-12-23T20:15:04.020788] [INFO ] [sig       ] Generating forecast for: A
[2025-12-23T20:15:04.020827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-23T20:15:04.034504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-23T20:15:04.034899] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-23T20:15:04.035863] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-23T20:15:04.035919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:04.035954] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:04.035982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:04.036041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:04.095040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:04.096054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:04.096163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:04.096198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:04.222326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:04.222479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:04.222521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:04.222584] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:04.226260] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-12-23T20:15:04.226565] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-23T20:15:04.226730] [INFO ] [sig       ] A: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:04.374327] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/A.txt
[2025-12-23T20:15:04.374510] [INFO ] [sig       ] [1/3557] Completed A in 0.4s | 2.83 sym/s | Total: 0.4s | ETA: 21.0m
[2025-12-23T20:15:04.374563] [INFO ] [sig       ] [2/3557] Forecasting AAL...
[2025-12-23T20:15:04.374628] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-23T20:15:04.374661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-23T20:15:04.390668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-23T20:15:04.391271] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-23T20:15:04.392341] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-23T20:15:04.392397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:04.392431] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:04.392461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:04.392521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:04.453553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:04.454469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:04.454590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:04.454630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:04.586350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:04.586534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:04.586598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:04.586632] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:04.590590] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-23T20:15:04.591046] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-23T20:15:04.591247] [INFO ] [sig       ] AAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:04.733890] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAL.txt
[2025-12-23T20:15:04.734051] [INFO ] [sig       ] [2/3557] Completed AAL in 0.4s | 2.80 sym/s | Total: 0.7s | ETA: 21.1m
[2025-12-23T20:15:04.734093] [INFO ] [sig       ] [3/3557] Forecasting AAOI...
[2025-12-23T20:15:04.734122] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-23T20:15:04.734178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-23T20:15:04.747815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-23T20:15:04.748211] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-23T20:15:04.749065] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-23T20:15:04.749120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:04.749152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:04.749180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:04.749263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:04.809457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:04.810365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:04.810499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:04.810552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:04.934828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:04.934986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:04.935027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:04.935059] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:04.938674] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-23T20:15:04.938994] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-23T20:15:04.939138] [INFO ] [sig       ] AAOI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:05.083060] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAOI.txt
[2025-12-23T20:15:05.083202] [INFO ] [sig       ] [3/3557] Completed AAOI in 0.3s | 2.82 sym/s | Total: 1.1s | ETA: 21.0m
[2025-12-23T20:15:05.083241] [INFO ] [sig       ] [4/3557] Forecasting AAON...
[2025-12-23T20:15:05.083272] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-23T20:15:05.083303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-23T20:15:05.095462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-23T20:15:05.095778] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-23T20:15:05.096661] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-23T20:15:05.096724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:05.096762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:05.096790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:05.096849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:05.155903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:05.156610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:05.156690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:05.156725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:05.278200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:05.278370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:05.278414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:05.278442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:05.282130] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-12-23T20:15:05.282460] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-23T20:15:05.282627] [INFO ] [sig       ] AAON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:05.428404] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AAON.txt
[2025-12-23T20:15:05.428565] [INFO ] [sig       ] [4/3557] Completed AAON in 0.3s | 2.84 sym/s | Total: 1.4s | ETA: 20.8m
[2025-12-23T20:15:05.428623] [INFO ] [sig       ] [5/3557] Forecasting AAP...
[2025-12-23T20:15:05.428654] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-23T20:15:05.428686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-23T20:15:05.440967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-23T20:15:05.441256] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-23T20:15:05.442113] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-23T20:15:05.442169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:05.442203] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:05.442230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:05.442299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:05.501446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:05.502362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:05.502446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:05.502480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:05.625236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:05.625393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:05.625435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:05.625465] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:05.629170] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-23T20:15:05.629533] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-23T20:15:05.629701] [INFO ] [sig       ] AAP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:05.771669] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAP.txt
[2025-12-23T20:15:05.771827] [INFO ] [sig       ] [5/3557] Completed AAP in 0.3s | 2.86 sym/s | Total: 1.8s | ETA: 20.7m
[2025-12-23T20:15:05.771867] [INFO ] [sig       ] [6/3557] Forecasting AAPB...
[2025-12-23T20:15:05.771897] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-23T20:15:05.771928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-23T20:15:05.788730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-23T20:15:05.789158] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-23T20:15:05.790221] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-23T20:15:05.790277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:05.790313] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:05.790340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:05.790398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:05.852687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:05.853636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:05.853735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:05.853790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:05.982037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:05.982198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:05.982239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:05.982269] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:05.986196] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-23T20:15:05.986531] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-23T20:15:05.986695] [INFO ] [sig       ] AAPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:06.138292] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAPB.txt
[2025-12-23T20:15:06.138517] [INFO ] [sig       ] [6/3557] Completed AAPB in 0.4s | 2.83 sym/s | Total: 2.1s | ETA: 20.9m
[2025-12-23T20:15:06.138593] [INFO ] [sig       ] [7/3557] Forecasting AAPD...
[2025-12-23T20:15:06.138633] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-23T20:15:06.138681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-23T20:15:06.151264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-23T20:15:06.151625] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-23T20:15:06.152417] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-23T20:15:06.152482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:06.152515] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:06.152542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:06.152644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:06.210715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:06.211444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:06.211525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:06.211559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:06.336307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:06.336459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:06.336498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:06.336527] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:06.339953] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-23T20:15:06.340257] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-23T20:15:06.340393] [INFO ] [sig       ] AAPD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:06.477450] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAPD.txt
[2025-12-23T20:15:06.477591] [INFO ] [sig       ] [7/3557] Completed AAPD in 0.3s | 2.85 sym/s | Total: 2.5s | ETA: 20.8m
[2025-12-23T20:15:06.477632] [INFO ] [sig       ] [8/3557] Forecasting AAPL...
[2025-12-23T20:15:06.477662] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-23T20:15:06.477691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-23T20:15:06.496006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-23T20:15:06.496419] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-23T20:15:06.497282] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-23T20:15:06.497335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:06.497366] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:06.497394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:06.497451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:06.555889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:06.556540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:06.556635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:06.556670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:06.681823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:06.681970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:06.682010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:06.682039] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:06.685423] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-12-23T20:15:06.685720] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-23T20:15:06.685852] [INFO ] [sig       ] AAPL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:06.823876] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AAPL.txt
[2025-12-23T20:15:06.824006] [INFO ] [sig       ] [8/3557] Completed AAPL in 0.3s | 2.85 sym/s | Total: 2.8s | ETA: 20.7m
[2025-12-23T20:15:06.824045] [INFO ] [sig       ] [9/3557] Forecasting AAXJ...
[2025-12-23T20:15:06.824074] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-23T20:15:06.824105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-23T20:15:06.835403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-23T20:15:06.835730] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-23T20:15:06.836504] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-23T20:15:06.836557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:06.836608] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:06.836637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:06.836692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:06.895191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:06.895988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:06.896069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:06.896102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:07.016735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:07.016888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:07.016927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:07.016957] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:07.020365] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-23T20:15:07.020678] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-23T20:15:07.020812] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:07.158124] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AAXJ.txt
[2025-12-23T20:15:07.158261] [INFO ] [sig       ] [9/3557] Completed AAXJ in 0.3s | 2.87 sym/s | Total: 3.1s | ETA: 20.6m
[2025-12-23T20:15:07.158298] [INFO ] [sig       ] [10/3557] Forecasting AB...
[2025-12-23T20:15:07.158327] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-23T20:15:07.158356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-23T20:15:07.169656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-23T20:15:07.169988] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-23T20:15:07.170814] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-23T20:15:07.170868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:07.170928] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:07.170958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:07.171016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:07.228613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:07.229398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:07.229481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:07.229514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:07.352325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:07.352518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:07.352565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:07.352623] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:07.356208] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-12-23T20:15:07.356499] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-23T20:15:07.356656] [INFO ] [sig       ] AB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:07.497043] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AB.txt
[2025-12-23T20:15:07.497177] [INFO ] [sig       ] [10/3557] Completed AB in 0.3s | 2.88 sym/s | Total: 3.5s | ETA: 20.6m
[2025-12-23T20:15:07.497216] [INFO ] [sig       ] [11/3557] Forecasting ABCB...
[2025-12-23T20:15:07.497245] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-23T20:15:07.497275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-23T20:15:07.508713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-23T20:15:07.509003] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-23T20:15:07.509821] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-23T20:15:07.509874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:07.509905] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:07.509932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:07.509987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:07.567186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:07.567842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:07.567918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:07.567950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:07.689979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:07.690145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:07.690185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:07.690214] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:07.693839] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=34.23%)
[2025-12-23T20:15:07.694126] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-23T20:15:07.694261] [INFO ] [sig       ] ABCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:07.833827] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABCB.txt
[2025-12-23T20:15:07.833965] [INFO ] [sig       ] [11/3557] Completed ABCB in 0.3s | 2.88 sym/s | Total: 3.8s | ETA: 20.5m
[2025-12-23T20:15:07.834004] [INFO ] [sig       ] [12/3557] Forecasting ABCL...
[2025-12-23T20:15:07.834036] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-23T20:15:07.834068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-23T20:15:07.845000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-23T20:15:07.845292] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-23T20:15:07.846092] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-23T20:15:07.846144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:07.846177] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:07.846203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:07.846277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:07.903225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:07.903893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:07.903971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:07.904002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:08.026439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:08.026609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:08.026650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:08.026678] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:08.030072] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-23T20:15:08.030362] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-23T20:15:08.030490] [INFO ] [sig       ] ABCL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:08.173032] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABCL.txt
[2025-12-23T20:15:08.173174] [INFO ] [sig       ] [12/3557] Completed ABCL in 0.3s | 2.89 sym/s | Total: 4.2s | ETA: 20.4m
[2025-12-23T20:15:08.173213] [INFO ] [sig       ] [13/3557] Forecasting ABEO...
[2025-12-23T20:15:08.173243] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-23T20:15:08.173274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-23T20:15:08.184618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-23T20:15:08.184906] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-23T20:15:08.185727] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-23T20:15:08.185780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:08.185812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:08.185838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:08.185894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:08.242888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:08.243533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:08.243627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:08.243661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:08.361652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:08.361805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:08.361844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:08.361905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:08.365375] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-23T20:15:08.365690] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-23T20:15:08.365832] [INFO ] [sig       ] ABEO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:08.503326] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABEO.txt
[2025-12-23T20:15:08.503458] [INFO ] [sig       ] [13/3557] Completed ABEO in 0.3s | 2.90 sym/s | Total: 4.5s | ETA: 20.4m
[2025-12-23T20:15:08.503498] [INFO ] [sig       ] [14/3557] Forecasting ABG...
[2025-12-23T20:15:08.503527] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-23T20:15:08.503557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-23T20:15:08.514781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-23T20:15:08.515141] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-23T20:15:08.515973] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-23T20:15:08.516028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:08.516060] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:08.516087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:08.516145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:08.577328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:08.578165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:08.578250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:08.578285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:08.700606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:08.700774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:08.700816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:08.700845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:08.704520] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-12-23T20:15:08.704822] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-23T20:15:08.704955] [INFO ] [sig       ] ABG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:08.848731] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABG.txt
[2025-12-23T20:15:08.848877] [INFO ] [sig       ] [14/3557] Completed ABG in 0.3s | 2.90 sym/s | Total: 4.8s | ETA: 20.4m
[2025-12-23T20:15:08.848919] [INFO ] [sig       ] [15/3557] Forecasting ABL...
[2025-12-23T20:15:08.848950] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-23T20:15:08.848980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-23T20:15:08.860649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-23T20:15:08.860941] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-23T20:15:08.861792] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-23T20:15:08.861847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:08.861880] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:08.861907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:08.861964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:08.921640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:08.922434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:08.922515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:08.922549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:09.040875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:09.041004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:09.041046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:09.041075] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:09.044554] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-23T20:15:09.044859] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-23T20:15:09.044993] [INFO ] [sig       ] ABL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:09.184654] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ABL.txt
[2025-12-23T20:15:09.184781] [INFO ] [sig       ] [15/3557] Completed ABL in 0.3s | 2.90 sym/s | Total: 5.2s | ETA: 20.3m
[2025-12-23T20:15:09.184819] [INFO ] [sig       ] [16/3557] Forecasting ABM...
[2025-12-23T20:15:09.184848] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-23T20:15:09.184878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-23T20:15:09.196294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-23T20:15:09.196633] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-23T20:15:09.197475] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-23T20:15:09.197530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:09.197562] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:09.197617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:09.197678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:09.256719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:09.257370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:09.257451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:09.257483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:09.377561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:09.377731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:09.377771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:09.377801] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:09.381334] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-23T20:15:09.381655] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-23T20:15:09.381796] [INFO ] [sig       ] ABM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:09.520804] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABM.txt
[2025-12-23T20:15:09.520932] [INFO ] [sig       ] [16/3557] Completed ABM in 0.3s | 2.91 sym/s | Total: 5.5s | ETA: 20.3m
[2025-12-23T20:15:09.520971] [INFO ] [sig       ] [17/3557] Forecasting ABNB...
[2025-12-23T20:15:09.521000] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-23T20:15:09.521030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-23T20:15:09.532967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-23T20:15:09.533299] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-23T20:15:09.534160] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-23T20:15:09.534216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:09.534248] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:09.534275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:09.534331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:09.593462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:09.594122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:09.594203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:09.594386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:09.717535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:09.717735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:09.717782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:09.717811] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:09.721390] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-23T20:15:09.721703] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-23T20:15:09.721850] [INFO ] [sig       ] ABNB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:09.860835] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ABNB.txt
[2025-12-23T20:15:09.860965] [INFO ] [sig       ] [17/3557] Completed ABNB in 0.3s | 2.91 sym/s | Total: 5.8s | ETA: 20.3m
[2025-12-23T20:15:09.861005] [INFO ] [sig       ] [18/3557] Forecasting ABOS...
[2025-12-23T20:15:09.861035] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-23T20:15:09.861067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-23T20:15:09.872556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-23T20:15:09.872864] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-23T20:15:09.873658] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-23T20:15:09.873711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:09.873754] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:09.873781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:09.873838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:09.930845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:09.931587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:09.931666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:09.931698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:10.052139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:10.052290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:10.052330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:10.052359] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:10.055754] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-23T20:15:10.056032] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-23T20:15:10.056162] [INFO ] [sig       ] ABOS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:10.196446] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABOS.txt
[2025-12-23T20:15:10.196585] [INFO ] [sig       ] [18/3557] Completed ABOS in 0.3s | 2.91 sym/s | Total: 6.2s | ETA: 20.2m
[2025-12-23T20:15:10.196626] [INFO ] [sig       ] [19/3557] Forecasting ABSI...
[2025-12-23T20:15:10.196656] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-23T20:15:10.196685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-23T20:15:10.207742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-23T20:15:10.208032] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-23T20:15:10.208816] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-23T20:15:10.208868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:10.208900] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:10.208926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:10.208982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:10.265315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:10.265943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:10.266019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:10.266051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:10.406236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:10.406391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:10.406435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:10.406465] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:10.409960] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-23T20:15:10.410278] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-23T20:15:10.410419] [INFO ] [sig       ] ABSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:10.556591] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ABSI.txt
[2025-12-23T20:15:10.556777] [INFO ] [sig       ] [19/3557] Completed ABSI in 0.4s | 2.91 sym/s | Total: 6.5s | ETA: 20.3m
[2025-12-23T20:15:10.556820] [INFO ] [sig       ] [20/3557] Forecasting ABUS...
[2025-12-23T20:15:10.556849] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-23T20:15:10.556881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-23T20:15:10.568859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-23T20:15:10.569288] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-23T20:15:10.570108] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-23T20:15:10.570162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:10.570195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:10.570223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:10.570280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:10.628796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:10.629748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:10.629868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:10.629903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:10.761140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:10.761303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:10.761346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:10.761376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:10.764892] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-12-23T20:15:10.765229] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-23T20:15:10.765371] [INFO ] [sig       ] ABUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:10.907906] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABUS.txt
[2025-12-23T20:15:10.908065] [INFO ] [sig       ] [20/3557] Completed ABUS in 0.4s | 2.90 sym/s | Total: 6.9s | ETA: 20.3m
[2025-12-23T20:15:10.908109] [INFO ] [sig       ] [21/3557] Forecasting ABVC...
[2025-12-23T20:15:10.908141] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-23T20:15:10.908173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-23T20:15:10.920391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-23T20:15:10.920743] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-23T20:15:10.921593] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-23T20:15:10.921649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:10.921682] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:10.921710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:10.921768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:10.980006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:10.980905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:10.980990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:10.981027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:11.103801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:11.103957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:11.103999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:11.104030] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:11.107508] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-12-23T20:15:11.107815] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-23T20:15:11.107949] [INFO ] [sig       ] ABVC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:11.248120] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABVC.txt
[2025-12-23T20:15:11.248289] [INFO ] [sig       ] [21/3557] Completed ABVC in 0.3s | 2.91 sym/s | Total: 7.2s | ETA: 20.3m
[2025-12-23T20:15:11.248345] [INFO ] [sig       ] [22/3557] Forecasting ABVE...
[2025-12-23T20:15:11.248377] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-23T20:15:11.248410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-23T20:15:11.260463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-23T20:15:11.260811] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-23T20:15:11.261634] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-23T20:15:11.261686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:11.261718] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:11.261745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:11.261800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:11.319784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:11.320687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:11.320772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:11.320804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:11.442889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:11.443046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:11.443094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:11.443128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:11.446563] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=70.94%)
[2025-12-23T20:15:11.446860] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-23T20:15:11.446989] [INFO ] [sig       ] ABVE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:11.585721] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ABVE.txt
[2025-12-23T20:15:11.585834] [INFO ] [sig       ] [22/3557] Completed ABVE in 0.3s | 2.91 sym/s | Total: 7.6s | ETA: 20.3m
[2025-12-23T20:15:11.585872] [INFO ] [sig       ] [23/3557] Forecasting ABVX...
[2025-12-23T20:15:11.585901] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-23T20:15:11.585930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-23T20:15:11.598056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-23T20:15:11.598315] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-23T20:15:11.599096] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-23T20:15:11.599148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:11.599180] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:11.599206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:11.599293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:11.656524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:11.657138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:11.657215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:11.657246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:11.776214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:11.776371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:11.776409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:11.776438] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:11.779831] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-23T20:15:11.780106] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-23T20:15:11.780255] [INFO ] [sig       ] ABVX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:11.918740] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ABVX.txt
[2025-12-23T20:15:11.918887] [INFO ] [sig       ] [23/3557] Completed ABVX in 0.3s | 2.91 sym/s | Total: 7.9s | ETA: 20.2m
[2025-12-23T20:15:11.918928] [INFO ] [sig       ] [24/3557] Forecasting ACA...
[2025-12-23T20:15:11.918958] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-23T20:15:11.918987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-23T20:15:11.930358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-23T20:15:11.930649] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-23T20:15:11.931409] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-23T20:15:11.931461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:11.931493] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:11.931519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:11.931596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:11.988252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:11.988870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:11.988945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:11.988976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:12.107934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:12.108055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:12.108093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:12.108125] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:12.111847] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-23T20:15:12.112122] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-23T20:15:12.112249] [INFO ] [sig       ] ACA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:12.251772] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACA.txt
[2025-12-23T20:15:12.251938] [INFO ] [sig       ] [24/3557] Completed ACA in 0.3s | 2.92 sym/s | Total: 8.2s | ETA: 20.2m
[2025-12-23T20:15:12.251979] [INFO ] [sig       ] [25/3557] Forecasting ACAD...
[2025-12-23T20:15:12.252010] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-23T20:15:12.252043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-23T20:15:12.263610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-23T20:15:12.263907] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-23T20:15:12.264692] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-23T20:15:12.264744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:12.264776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:12.264803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:12.264858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:12.321843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:12.322730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:12.322813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:12.322845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:12.442458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:12.442632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:12.442676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:12.442722] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:12.446281] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-23T20:15:12.446598] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-23T20:15:12.446738] [INFO ] [sig       ] ACAD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:12.592994] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACAD.txt
[2025-12-23T20:15:12.593173] [INFO ] [sig       ] [25/3557] Completed ACAD in 0.3s | 2.92 sym/s | Total: 8.6s | ETA: 20.2m
[2025-12-23T20:15:12.593214] [INFO ] [sig       ] [26/3557] Forecasting ACB...
[2025-12-23T20:15:12.593244] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-23T20:15:12.593273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-23T20:15:12.610442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-23T20:15:12.610853] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-23T20:15:12.611856] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-23T20:15:12.611918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:12.611964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:12.612006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:12.612083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:12.673621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:12.674630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:12.674737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:12.674786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:12.799888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:12.800046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:12.800090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:12.800122] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:12.803683] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-23T20:15:12.803993] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-23T20:15:12.804142] [INFO ] [sig       ] ACB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:12.940873] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACB.txt
[2025-12-23T20:15:12.941009] [INFO ] [sig       ] [26/3557] Completed ACB in 0.3s | 2.91 sym/s | Total: 8.9s | ETA: 20.2m
[2025-12-23T20:15:12.941049] [INFO ] [sig       ] [27/3557] Forecasting ACCO...
[2025-12-23T20:15:12.941079] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-23T20:15:12.941109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-23T20:15:12.954956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-23T20:15:12.955296] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-23T20:15:12.956131] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-23T20:15:12.956186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:12.956247] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:12.956275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:12.956332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:13.012400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:13.013214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:13.013295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:13.013343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:13.135371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:13.135528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:13.135622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:13.135658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:13.139428] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-23T20:15:13.139802] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-23T20:15:13.139960] [INFO ] [sig       ] ACCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:13.288822] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACCO.txt
[2025-12-23T20:15:13.288970] [INFO ] [sig       ] [27/3557] Completed ACCO in 0.3s | 2.91 sym/s | Total: 9.3s | ETA: 20.2m
[2025-12-23T20:15:13.289010] [INFO ] [sig       ] [28/3557] Forecasting ACDC...
[2025-12-23T20:15:13.289040] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-23T20:15:13.289069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-23T20:15:13.301509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-23T20:15:13.301830] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-23T20:15:13.302633] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-23T20:15:13.302687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:13.302719] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:13.302746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:13.302802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:13.361566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:13.362467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:13.362550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:13.362599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:13.476912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:13.477063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:13.477103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:13.477132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:13.480549] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-23T20:15:13.480850] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-23T20:15:13.480984] [INFO ] [sig       ] ACDC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:13.619893] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACDC.txt
[2025-12-23T20:15:13.620037] [INFO ] [sig       ] [28/3557] Completed ACDC in 0.3s | 2.92 sym/s | Total: 9.6s | ETA: 20.2m
[2025-12-23T20:15:13.620076] [INFO ] [sig       ] [29/3557] Forecasting ACEL...
[2025-12-23T20:15:13.620106] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-23T20:15:13.620136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-23T20:15:13.632004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-23T20:15:13.632314] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-23T20:15:13.633122] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-23T20:15:13.633174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:13.633207] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:13.633244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:13.633301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:13.689961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:13.690672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:13.690751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:13.690783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:13.808096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:13.808251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:13.808290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:13.808318] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:13.811817] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-23T20:15:13.812098] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-23T20:15:13.812236] [INFO ] [sig       ] ACEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:13.951778] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACEL.txt
[2025-12-23T20:15:13.951910] [INFO ] [sig       ] [29/3557] Completed ACEL in 0.3s | 2.92 sym/s | Total: 9.9s | ETA: 20.1m
[2025-12-23T20:15:13.951949] [INFO ] [sig       ] [30/3557] Forecasting ACGL...
[2025-12-23T20:15:13.951977] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-23T20:15:13.952008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-23T20:15:13.965719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-23T20:15:13.966108] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-23T20:15:13.967196] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-23T20:15:13.967252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:13.967284] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:13.967309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:13.967519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:14.028185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:14.029196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:14.029310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:14.029345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:14.158774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:14.158934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:14.158974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:14.159040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:14.163666] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-23T20:15:14.163970] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-23T20:15:14.164112] [INFO ] [sig       ] ACGL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:14.327480] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACGL.txt
[2025-12-23T20:15:14.327667] [INFO ] [sig       ] [30/3557] Completed ACGL in 0.4s | 2.91 sym/s | Total: 10.3s | ETA: 20.2m
[2025-12-23T20:15:14.327710] [INFO ] [sig       ] [31/3557] Forecasting ACGLN...
[2025-12-23T20:15:14.327742] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-23T20:15:14.327772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-23T20:15:14.339493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-23T20:15:14.339911] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-23T20:15:14.340758] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-23T20:15:14.340812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:14.340844] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:14.340871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:14.340927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:14.398669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:14.399779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:14.399883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:14.399915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:14.526842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:14.526999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:14.527039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:14.527067] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:14.531449] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-23T20:15:14.531756] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-23T20:15:14.531893] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:14.683201] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACGLN.txt
[2025-12-23T20:15:14.683359] [INFO ] [sig       ] [31/3557] Completed ACGLN in 0.4s | 2.91 sym/s | Total: 10.7s | ETA: 20.2m
[2025-12-23T20:15:14.683410] [INFO ] [sig       ] [32/3557] Forecasting ACGLO...
[2025-12-23T20:15:14.683444] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-23T20:15:14.683473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-23T20:15:14.695848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-23T20:15:14.696197] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-23T20:15:14.697051] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-23T20:15:14.697106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:14.697139] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:14.697169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:14.697225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:14.757361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:14.758467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:14.758556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:14.758607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:14.879532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:14.879711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:14.879751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:14.879781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:14.883349] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-23T20:15:14.883677] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-23T20:15:14.883822] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:15.027635] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACGLO.txt
[2025-12-23T20:15:15.027803] [INFO ] [sig       ] [32/3557] Completed ACGLO in 0.3s | 2.91 sym/s | Total: 11.0s | ETA: 20.2m
[2025-12-23T20:15:15.027845] [INFO ] [sig       ] [33/3557] Forecasting ACHC...
[2025-12-23T20:15:15.027877] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-23T20:15:15.027914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-23T20:15:15.040875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-23T20:15:15.041298] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-23T20:15:15.042149] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-23T20:15:15.042203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:15.042234] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:15.042260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:15.042316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:15.099694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:15.100604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:15.100690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:15.100723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:15.224453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:15.224630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:15.224672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:15.224700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:15.228312] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-23T20:15:15.228672] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-23T20:15:15.228819] [INFO ] [sig       ] ACHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:15.384147] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACHC.txt
[2025-12-23T20:15:15.384315] [INFO ] [sig       ] [33/3557] Completed ACHC in 0.4s | 2.90 sym/s | Total: 11.4s | ETA: 20.2m
[2025-12-23T20:15:15.384357] [INFO ] [sig       ] [34/3557] Forecasting ACI...
[2025-12-23T20:15:15.384387] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-23T20:15:15.384420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-23T20:15:15.397994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-23T20:15:15.398393] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-23T20:15:15.399292] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-23T20:15:15.399529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:15.399585] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:15.399621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:15.399701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:15.460649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:15.461560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:15.461683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:15.461719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:15.592650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:15.592823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:15.592863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:15.592891] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:15.596870] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-23T20:15:15.597199] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-23T20:15:15.597347] [INFO ] [sig       ] ACI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:15.754361] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACI.txt
[2025-12-23T20:15:15.754529] [INFO ] [sig       ] [34/3557] Completed ACI in 0.4s | 2.90 sym/s | Total: 11.7s | ETA: 20.3m
[2025-12-23T20:15:15.754587] [INFO ] [sig       ] [35/3557] Forecasting ACIC...
[2025-12-23T20:15:15.754619] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-23T20:15:15.754651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-23T20:15:15.766553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-23T20:15:15.766909] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-23T20:15:15.767712] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-23T20:15:15.767764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:15.767794] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:15.767820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:15.767875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:15.825931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:15.826620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:15.826701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:15.826732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:15.948844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:15.949002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:15.949042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:15.949071] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:15.952560] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-23T20:15:15.952857] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-23T20:15:15.952989] [INFO ] [sig       ] ACIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:16.092770] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACIC.txt
[2025-12-23T20:15:16.092906] [INFO ] [sig       ] [35/3557] Completed ACIC in 0.3s | 2.90 sym/s | Total: 12.1s | ETA: 20.2m
[2025-12-23T20:15:16.092944] [INFO ] [sig       ] [36/3557] Forecasting ACLS...
[2025-12-23T20:15:16.092973] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-23T20:15:16.093002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-23T20:15:16.115844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-23T20:15:16.116301] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-23T20:15:16.117307] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-23T20:15:16.117372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:16.117411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:16.117444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:16.117526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:16.183665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:16.184603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:16.184701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:16.184734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:16.333985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:16.334193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:16.334241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:16.334297] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:16.337897] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=72.03%)
[2025-12-23T20:15:16.338199] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-23T20:15:16.338340] [INFO ] [sig       ] ACLS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:16.482539] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACLS.txt
[2025-12-23T20:15:16.482723] [INFO ] [sig       ] [36/3557] Completed ACLS in 0.4s | 2.89 sym/s | Total: 12.5s | ETA: 20.3m
[2025-12-23T20:15:16.482766] [INFO ] [sig       ] [37/3557] Forecasting ACLX...
[2025-12-23T20:15:16.482795] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-23T20:15:16.482825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-23T20:15:16.495110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-23T20:15:16.495483] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-23T20:15:16.496283] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-23T20:15:16.496338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:16.496369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:16.496396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:16.496452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:16.554858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:16.555958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:16.556077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:16.556110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:16.681896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:16.682054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:16.682094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:16.682123] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:16.685546] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-23T20:15:16.685861] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-23T20:15:16.686003] [INFO ] [sig       ] ACLX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:16.836094] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACLX.txt
[2025-12-23T20:15:16.836277] [INFO ] [sig       ] [37/3557] Completed ACLX in 0.4s | 2.89 sym/s | Total: 12.8s | ETA: 20.3m
[2025-12-23T20:15:16.836322] [INFO ] [sig       ] [38/3557] Forecasting ACM...
[2025-12-23T20:15:16.836355] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-23T20:15:16.836404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-23T20:15:16.850843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-23T20:15:16.851247] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-23T20:15:16.852263] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-23T20:15:16.852321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:16.852354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:16.852380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:16.852437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:16.913665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:16.914567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:16.914675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:16.914709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:17.039022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:17.039185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:17.039245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:17.039279] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:17.042833] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=39.92%)
[2025-12-23T20:15:17.043141] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-23T20:15:17.043302] [INFO ] [sig       ] ACM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:17.195529] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACM.txt
[2025-12-23T20:15:17.195717] [INFO ] [sig       ] [38/3557] Completed ACM in 0.4s | 2.88 sym/s | Total: 13.2s | ETA: 20.3m
[2025-12-23T20:15:17.195761] [INFO ] [sig       ] [39/3557] Forecasting ACN...
[2025-12-23T20:15:17.195793] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-23T20:15:17.195833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-23T20:15:17.208724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-23T20:15:17.209096] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-23T20:15:17.209936] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-23T20:15:17.209993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:17.210039] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:17.210073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:17.210131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:17.270879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:17.271783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:17.271870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:17.271905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:17.394831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:17.394991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:17.395032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:17.395061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:17.398467] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-23T20:15:17.398761] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-23T20:15:17.398899] [INFO ] [sig       ] ACN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:17.565252] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACN.txt
[2025-12-23T20:15:17.565471] [INFO ] [sig       ] [39/3557] Completed ACN in 0.4s | 2.88 sym/s | Total: 13.5s | ETA: 20.4m
[2025-12-23T20:15:17.565536] [INFO ] [sig       ] [40/3557] Forecasting ACNB...
[2025-12-23T20:15:17.565610] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-23T20:15:17.565661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-23T20:15:17.579899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-23T20:15:17.580340] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-23T20:15:17.581158] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-23T20:15:17.581212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:17.581248] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:17.581275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:17.581343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:17.644223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:17.645069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:17.645152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:17.645185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:17.765454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:17.765597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:17.765637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:17.765667] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:17.769083] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-23T20:15:17.769595] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-23T20:15:17.769745] [INFO ] [sig       ] ACNB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:17.915519] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACNB.txt
[2025-12-23T20:15:17.915741] [INFO ] [sig       ] [40/3557] Completed ACNB in 0.4s | 2.88 sym/s | Total: 13.9s | ETA: 20.4m
[2025-12-23T20:15:17.915785] [INFO ] [sig       ] [41/3557] Forecasting ACON...
[2025-12-23T20:15:17.915814] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-23T20:15:17.915843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-23T20:15:17.931091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-23T20:15:17.931694] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-23T20:15:17.932707] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-23T20:15:17.932761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:17.932794] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:17.932820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:17.932880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:17.988459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:17.989130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:17.989215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:17.989262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:18.101297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:18.101477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:18.101519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:18.101550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:18.105446] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-23T20:15:18.105820] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-23T20:15:18.106000] [INFO ] [sig       ] ACON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:18.263073] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACON.txt
[2025-12-23T20:15:18.263233] [INFO ] [sig       ] [41/3557] Completed ACON in 0.3s | 2.88 sym/s | Total: 14.2s | ETA: 20.4m
[2025-12-23T20:15:18.263290] [INFO ] [sig       ] [42/3557] Forecasting ACP...
[2025-12-23T20:15:18.263340] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-23T20:15:18.263385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-23T20:15:18.276171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-23T20:15:18.276515] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-23T20:15:18.277379] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-23T20:15:18.277653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:18.277694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:18.277733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:18.277817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:18.341651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:18.342490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:18.342594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:18.342631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:18.473344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:18.473516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:18.473558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:18.473613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:18.477637] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-12-23T20:15:18.478043] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-23T20:15:18.478244] [INFO ] [sig       ] ACP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:18.627911] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACP.txt
[2025-12-23T20:15:18.628067] [INFO ] [sig       ] [42/3557] Completed ACP in 0.4s | 2.88 sym/s | Total: 14.6s | ETA: 20.4m
[2025-12-23T20:15:18.628110] [INFO ] [sig       ] [43/3557] Forecasting ACRE...
[2025-12-23T20:15:18.628142] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-23T20:15:18.628174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-23T20:15:18.640493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-23T20:15:18.640909] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-23T20:15:18.641766] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-23T20:15:18.641820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:18.641852] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:18.641880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:18.641958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:18.706240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:18.707152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:18.707241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:18.707292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:18.838246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:18.838430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:18.838483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:18.838523] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:18.842365] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-23T20:15:18.842749] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-23T20:15:18.842905] [INFO ] [sig       ] ACRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:18.994261] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACRE.txt
[2025-12-23T20:15:18.994418] [INFO ] [sig       ] [43/3557] Completed ACRE in 0.4s | 2.87 sym/s | Total: 15.0s | ETA: 20.4m
[2025-12-23T20:15:18.994461] [INFO ] [sig       ] [44/3557] Forecasting ACRS...
[2025-12-23T20:15:18.994491] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-23T20:15:18.994522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-23T20:15:19.008511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-23T20:15:19.008864] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-23T20:15:19.009928] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-23T20:15:19.009983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:19.010043] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:19.010073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:19.010130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:19.076368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:19.077455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:19.077542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:19.077594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:19.206551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:19.206732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:19.206774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:19.206804] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:19.210396] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-23T20:15:19.210709] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-23T20:15:19.210847] [INFO ] [sig       ] ACRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:19.362917] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACRS.txt
[2025-12-23T20:15:19.363080] [INFO ] [sig       ] [44/3557] Completed ACRS in 0.4s | 2.87 sym/s | Total: 15.3s | ETA: 20.4m
[2025-12-23T20:15:19.363124] [INFO ] [sig       ] [45/3557] Forecasting ACTG...
[2025-12-23T20:15:19.363155] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-23T20:15:19.363191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-23T20:15:19.376142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-23T20:15:19.376548] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-23T20:15:19.377512] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-23T20:15:19.377568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:19.377626] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:19.377654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:19.377714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:19.441953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:19.442862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:19.442950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:19.442984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:19.576251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:19.576434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:19.576486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:19.576522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:19.580409] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-23T20:15:19.580736] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-23T20:15:19.580893] [INFO ] [sig       ] ACTG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:19.735516] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACTG.txt
[2025-12-23T20:15:19.735707] [INFO ] [sig       ] [45/3557] Completed ACTG in 0.4s | 2.86 sym/s | Total: 15.7s | ETA: 20.4m
[2025-12-23T20:15:19.735751] [INFO ] [sig       ] [46/3557] Forecasting ACVA...
[2025-12-23T20:15:19.735781] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-23T20:15:19.735810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-23T20:15:19.750452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-23T20:15:19.750954] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-23T20:15:19.751984] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-23T20:15:19.752048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:19.752091] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:19.752125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:19.752203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:19.811611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:19.812532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:19.812632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:19.812666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:19.934496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:19.934676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:19.934716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:19.934743] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:19.938130] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-23T20:15:19.938408] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-23T20:15:19.938538] [INFO ] [sig       ] ACVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:20.081264] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACVA.txt
[2025-12-23T20:15:20.081449] [INFO ] [sig       ] [46/3557] Completed ACVA in 0.3s | 2.86 sym/s | Total: 16.1s | ETA: 20.4m
[2025-12-23T20:15:20.081490] [INFO ] [sig       ] [47/3557] Forecasting ACWI...
[2025-12-23T20:15:20.081523] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-23T20:15:20.081552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-23T20:15:20.097290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-23T20:15:20.097758] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-23T20:15:20.098864] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-23T20:15:20.098933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:20.098980] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:20.099022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:20.099106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:20.168473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:20.169423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:20.169510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:20.169543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:20.290157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:20.290325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:20.290372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:20.290470] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:20.294217] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2025-12-23T20:15:20.294637] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-23T20:15:20.294835] [INFO ] [sig       ] ACWI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:20.435761] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACWI.txt
[2025-12-23T20:15:20.435925] [INFO ] [sig       ] [47/3557] Completed ACWI in 0.4s | 2.86 sym/s | Total: 16.4s | ETA: 20.4m
[2025-12-23T20:15:20.435966] [INFO ] [sig       ] [48/3557] Forecasting ACWX...
[2025-12-23T20:15:20.435997] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-23T20:15:20.436028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-23T20:15:20.447855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-23T20:15:20.448194] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-23T20:15:20.449079] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-23T20:15:20.449135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:20.449168] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:20.449196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:20.449284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:20.506278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:20.507150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:20.507229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:20.507261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:20.630291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:20.630458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:20.630497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:20.630525] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:20.633919] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-23T20:15:20.634193] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-23T20:15:20.634327] [INFO ] [sig       ] ACWX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:20.776713] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ACWX.txt
[2025-12-23T20:15:20.776877] [INFO ] [sig       ] [48/3557] Completed ACWX in 0.3s | 2.86 sym/s | Total: 16.8s | ETA: 20.4m
[2025-12-23T20:15:20.776921] [INFO ] [sig       ] [49/3557] Forecasting ACXP...
[2025-12-23T20:15:20.776953] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-23T20:15:20.776982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-23T20:15:20.788806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-23T20:15:20.789183] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-23T20:15:20.790032] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-23T20:15:20.790086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:20.790117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:20.790142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:20.790199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:20.848122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:20.849042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:20.849127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:20.849161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:20.970313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:20.970503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:20.970545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:20.970592] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:20.974095] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-23T20:15:20.974385] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-23T20:15:20.974520] [INFO ] [sig       ] ACXP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:21.118529] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ACXP.txt
[2025-12-23T20:15:21.118749] [INFO ] [sig       ] [49/3557] Completed ACXP in 0.3s | 2.87 sym/s | Total: 17.1s | ETA: 20.4m
[2025-12-23T20:15:21.118813] [INFO ] [sig       ] [50/3557] Forecasting ADBE...
[2025-12-23T20:15:21.118845] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-23T20:15:21.118876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-23T20:15:21.131987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-23T20:15:21.132318] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-23T20:15:21.133196] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-23T20:15:21.133252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:21.133287] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:21.133319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:21.133376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:21.195517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:21.196330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:21.196415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:21.196449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:21.322589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:21.322755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:21.322796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:21.322825] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:21.326935] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-23T20:15:21.327216] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-23T20:15:21.327348] [INFO ] [sig       ] ADBE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:21.468364] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ADBE.txt
[2025-12-23T20:15:21.468498] [INFO ] [sig       ] [50/3557] Completed ADBE in 0.3s | 2.87 sym/s | Total: 17.4s | ETA: 20.4m
[2025-12-23T20:15:21.468537] [INFO ] [sig       ] [51/3557] Forecasting ADC...
[2025-12-23T20:15:21.468567] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-23T20:15:21.468617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-23T20:15:21.480172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-23T20:15:21.480477] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-23T20:15:21.481277] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-23T20:15:21.481341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:21.481379] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:21.481410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:21.481470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:21.538427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:21.539069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:21.539147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:21.539178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:21.655169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:21.655319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:21.655358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:21.655386] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:21.658733] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-23T20:15:21.659004] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-23T20:15:21.659136] [INFO ] [sig       ] ADC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:21.804469] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADC.txt
[2025-12-23T20:15:21.804667] [INFO ] [sig       ] [51/3557] Completed ADC in 0.3s | 2.87 sym/s | Total: 17.8s | ETA: 20.4m
[2025-12-23T20:15:21.804716] [INFO ] [sig       ] [52/3557] Forecasting ADEA...
[2025-12-23T20:15:21.804745] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-23T20:15:21.804775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-23T20:15:21.817983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-23T20:15:21.818430] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-23T20:15:21.819295] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-23T20:15:21.819355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:21.819385] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:21.819412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:21.819468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:21.878030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:21.879008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:21.879133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:21.879180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:22.000961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:22.001119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:22.001159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:22.001187] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:22.004873] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-23T20:15:22.005260] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-23T20:15:22.005420] [INFO ] [sig       ] ADEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:22.153792] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADEA.txt
[2025-12-23T20:15:22.153986] [INFO ] [sig       ] [52/3557] Completed ADEA in 0.3s | 2.87 sym/s | Total: 18.1s | ETA: 20.4m
[2025-12-23T20:15:22.154043] [INFO ] [sig       ] [53/3557] Forecasting ADI...
[2025-12-23T20:15:22.154089] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-23T20:15:22.154126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-23T20:15:22.166490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-23T20:15:22.166835] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-23T20:15:22.167620] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-23T20:15:22.167673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:22.167715] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:22.167743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:22.167798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:22.237098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:22.237926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:22.238011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:22.238044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:22.366313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:22.366469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:22.366510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:22.366538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:22.370026] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-23T20:15:22.370308] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-23T20:15:22.370440] [INFO ] [sig       ] ADI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:22.508798] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADI.txt
[2025-12-23T20:15:22.508929] [INFO ] [sig       ] [53/3557] Completed ADI in 0.4s | 2.87 sym/s | Total: 18.5s | ETA: 20.4m
[2025-12-23T20:15:22.508969] [INFO ] [sig       ] [54/3557] Forecasting ADM...
[2025-12-23T20:15:22.508998] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-23T20:15:22.509028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-23T20:15:22.520471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-23T20:15:22.520764] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-23T20:15:22.521520] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-23T20:15:22.521590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:22.521623] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:22.521650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:22.521705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:22.578298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:22.578930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:22.579033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:22.579065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:22.701474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:22.701637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:22.701679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:22.701709] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:22.705143] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-23T20:15:22.705428] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-23T20:15:22.705560] [INFO ] [sig       ] ADM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:22.845659] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADM.txt
[2025-12-23T20:15:22.845789] [INFO ] [sig       ] [54/3557] Completed ADM in 0.3s | 2.87 sym/s | Total: 18.8s | ETA: 20.4m
[2025-12-23T20:15:22.845828] [INFO ] [sig       ] [55/3557] Forecasting ADMA...
[2025-12-23T20:15:22.845858] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-23T20:15:22.845888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-23T20:15:22.859161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-23T20:15:22.859628] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-23T20:15:22.860453] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-23T20:15:22.860508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:22.860541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:22.860586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:22.860647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:22.919888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:22.920847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:22.920938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:22.920971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:23.044656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:23.044816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:23.044857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:23.044885] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:23.048434] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-23T20:15:23.048738] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-23T20:15:23.048874] [INFO ] [sig       ] ADMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:23.191377] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ADMA.txt
[2025-12-23T20:15:23.191540] [INFO ] [sig       ] [55/3557] Completed ADMA in 0.3s | 2.87 sym/s | Total: 19.2s | ETA: 20.3m
[2025-12-23T20:15:23.191604] [INFO ] [sig       ] [56/3557] Forecasting ADP...
[2025-12-23T20:15:23.191637] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-23T20:15:23.191667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-23T20:15:23.204036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-23T20:15:23.204418] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-23T20:15:23.205207] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-23T20:15:23.205260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:23.205292] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:23.205318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:23.205373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:23.262895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:23.263807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:23.263894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:23.263928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:23.390911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:23.391073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:23.391112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:23.391141] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:23.394661] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-23T20:15:23.394967] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-23T20:15:23.395120] [INFO ] [sig       ] ADP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:23.536652] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADP.txt
[2025-12-23T20:15:23.536816] [INFO ] [sig       ] [56/3557] Completed ADP in 0.3s | 2.87 sym/s | Total: 19.5s | ETA: 20.3m
[2025-12-23T20:15:23.536858] [INFO ] [sig       ] [57/3557] Forecasting ADSE...
[2025-12-23T20:15:23.536892] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-23T20:15:23.536922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-23T20:15:23.550107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-23T20:15:23.550500] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-23T20:15:23.551349] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-23T20:15:23.551410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:23.551444] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:23.551470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:23.551527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:23.609514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:23.610489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:23.610610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:23.610658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:23.731612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:23.731776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:23.731817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:23.731847] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:23.735305] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-12-23T20:15:23.735622] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-23T20:15:23.735763] [INFO ] [sig       ] ADSE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:23.879334] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ADSE.txt
[2025-12-23T20:15:23.879522] [INFO ] [sig       ] [57/3557] Completed ADSE in 0.3s | 2.87 sym/s | Total: 19.9s | ETA: 20.3m
[2025-12-23T20:15:23.879565] [INFO ] [sig       ] [58/3557] Forecasting ADSK...
[2025-12-23T20:15:23.879617] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-23T20:15:23.879647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-23T20:15:23.892055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-23T20:15:23.892415] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-23T20:15:23.893244] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-23T20:15:23.893299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:23.893331] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:23.893358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:23.893415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:23.951092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:23.951963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:23.952049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:23.952084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:24.076044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:24.076204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:24.076247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:24.076276] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:24.080103] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-23T20:15:24.080471] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-23T20:15:24.080638] [INFO ] [sig       ] ADSK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:24.221882] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADSK.txt
[2025-12-23T20:15:24.222032] [INFO ] [sig       ] [58/3557] Completed ADSK in 0.3s | 2.87 sym/s | Total: 20.2s | ETA: 20.3m
[2025-12-23T20:15:24.222072] [INFO ] [sig       ] [59/3557] Forecasting ADTN...
[2025-12-23T20:15:24.222102] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-23T20:15:24.222132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-23T20:15:24.234428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-23T20:15:24.234745] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-23T20:15:24.235516] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-23T20:15:24.235569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:24.235619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:24.235647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:24.235703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:24.293998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:24.294714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:24.294794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:24.294826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:24.418901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:24.419080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:24.419127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:24.419162] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:24.423686] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-23T20:15:24.424061] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-23T20:15:24.424239] [INFO ] [sig       ] ADTN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:24.574953] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ADTN.txt
[2025-12-23T20:15:24.575110] [INFO ] [sig       ] [59/3557] Completed ADTN in 0.4s | 2.87 sym/s | Total: 20.6s | ETA: 20.3m
[2025-12-23T20:15:24.575152] [INFO ] [sig       ] [60/3557] Forecasting ADTX...
[2025-12-23T20:15:24.575182] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-23T20:15:24.575213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-23T20:15:24.587466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-23T20:15:24.587823] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-23T20:15:24.588669] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-23T20:15:24.588725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:24.588764] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:24.588802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:24.588864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:24.648695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:24.649638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:24.649722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:24.649756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:24.762274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:24.762402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:24.762451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:24.762495] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:24.765882] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-23T20:15:24.766158] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-23T20:15:24.766284] [INFO ] [sig       ] ADTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:24.905550] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADTX.txt
[2025-12-23T20:15:24.905708] [INFO ] [sig       ] [60/3557] Completed ADTX in 0.3s | 2.87 sym/s | Total: 20.9s | ETA: 20.3m
[2025-12-23T20:15:24.905748] [INFO ] [sig       ] [61/3557] Forecasting ADUS...
[2025-12-23T20:15:24.905777] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-23T20:15:24.905808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-23T20:15:24.917158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-23T20:15:24.917482] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-23T20:15:24.918269] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-23T20:15:24.918322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:24.918380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:24.918410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:24.918470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:24.975656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:24.976313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:24.976394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:24.976429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:25.095277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:25.095437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:25.095476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:25.095505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:25.098911] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=28.62%)
[2025-12-23T20:15:25.099186] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-23T20:15:25.099333] [INFO ] [sig       ] ADUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:25.241995] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADUS.txt
[2025-12-23T20:15:25.242170] [INFO ] [sig       ] [61/3557] Completed ADUS in 0.3s | 2.87 sym/s | Total: 21.2s | ETA: 20.3m
[2025-12-23T20:15:25.242219] [INFO ] [sig       ] [62/3557] Forecasting ADX...
[2025-12-23T20:15:25.242249] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-23T20:15:25.242281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-23T20:15:25.254593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-23T20:15:25.254892] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-23T20:15:25.255687] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-23T20:15:25.255740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:25.255772] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:25.255798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:25.255855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:25.313676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:25.314601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:25.314692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:25.314741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:25.436784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:25.436936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:25.436975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:25.437003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:25.440438] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-23T20:15:25.440744] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-23T20:15:25.440873] [INFO ] [sig       ] ADX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:25.580982] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ADX.txt
[2025-12-23T20:15:25.581138] [INFO ] [sig       ] [62/3557] Completed ADX in 0.3s | 2.88 sym/s | Total: 21.6s | ETA: 20.3m
[2025-12-23T20:15:25.581179] [INFO ] [sig       ] [63/3557] Forecasting AEE...
[2025-12-23T20:15:25.581207] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-23T20:15:25.581238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-23T20:15:25.592513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-23T20:15:25.592833] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-23T20:15:25.593628] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-23T20:15:25.593681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:25.593713] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:25.593740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:25.593796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:25.650908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:25.651740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:25.651819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:25.651852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:25.774210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:25.774359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:25.774399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:25.774428] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:25.778022] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-12-23T20:15:25.778324] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-23T20:15:25.778462] [INFO ] [sig       ] AEE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:25.926198] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AEE.txt
[2025-12-23T20:15:25.926420] [INFO ] [sig       ] [63/3557] Completed AEE in 0.3s | 2.88 sym/s | Total: 21.9s | ETA: 20.2m
[2025-12-23T20:15:25.926485] [INFO ] [sig       ] [64/3557] Forecasting AEFC...
[2025-12-23T20:15:25.926547] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-23T20:15:25.926610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-23T20:15:25.938906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-23T20:15:25.939272] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-23T20:15:25.940144] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-23T20:15:25.940199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:25.940231] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:25.940280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:25.940357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:26.001719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:26.002492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:26.002621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:26.002664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:26.126763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:26.126917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:26.126960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:26.127027] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:26.130965] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-12-23T20:15:26.131240] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-23T20:15:26.131367] [INFO ] [sig       ] AEFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:26.277826] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AEFC.txt
[2025-12-23T20:15:26.277959] [INFO ] [sig       ] [64/3557] Completed AEFC in 0.4s | 2.88 sym/s | Total: 22.3s | ETA: 20.2m
[2025-12-23T20:15:26.277999] [INFO ] [sig       ] [65/3557] Forecasting AEG...
[2025-12-23T20:15:26.278029] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-23T20:15:26.278059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-23T20:15:26.289799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-23T20:15:26.290111] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-23T20:15:26.290904] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-23T20:15:26.290957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:26.290989] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:26.291015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:26.291072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:26.348178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:26.348926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:26.349006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:26.349038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:26.469357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:26.469515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:26.469555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:26.469616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:26.473062] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-23T20:15:26.473334] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-23T20:15:26.473461] [INFO ] [sig       ] AEG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:26.613333] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AEG.txt
[2025-12-23T20:15:26.613469] [INFO ] [sig       ] [65/3557] Completed AEG in 0.3s | 2.88 sym/s | Total: 22.6s | ETA: 20.2m
[2025-12-23T20:15:26.613508] [INFO ] [sig       ] [66/3557] Forecasting AEHL...
[2025-12-23T20:15:26.613538] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-23T20:15:26.613568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-23T20:15:26.625119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-23T20:15:26.625404] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-23T20:15:26.626215] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-23T20:15:26.626268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:26.626299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:26.626326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:26.626382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:26.686028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:26.687126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:26.687207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:26.687239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:26.810543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:26.810712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:26.810751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:26.810781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:26.814184] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-23T20:15:26.814459] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-23T20:15:26.814603] [INFO ] [sig       ] AEHL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:26.953257] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEHL.txt
[2025-12-23T20:15:26.953405] [INFO ] [sig       ] [66/3557] Completed AEHL in 0.3s | 2.88 sym/s | Total: 22.9s | ETA: 20.2m
[2025-12-23T20:15:26.953448] [INFO ] [sig       ] [67/3557] Forecasting AEI...
[2025-12-23T20:15:26.953479] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-23T20:15:26.953510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-23T20:15:26.965963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-23T20:15:26.966298] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-23T20:15:26.967104] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-23T20:15:26.967168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:26.967226] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:26.967267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:26.967332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:27.024451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:27.025300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:27.025405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:27.025439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:27.144026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:27.144183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:27.144222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:27.144250] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:27.147837] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-23T20:15:27.148113] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-23T20:15:27.148240] [INFO ] [sig       ] AEI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:27.286807] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEI.txt
[2025-12-23T20:15:27.286966] [INFO ] [sig       ] [67/3557] Completed AEI in 0.3s | 2.88 sym/s | Total: 23.3s | ETA: 20.2m
[2025-12-23T20:15:27.287013] [INFO ] [sig       ] [68/3557] Forecasting AEIS...
[2025-12-23T20:15:27.287043] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-23T20:15:27.287079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-23T20:15:27.298946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-23T20:15:27.299287] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-23T20:15:27.300089] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-23T20:15:27.300143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:27.300174] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:27.300200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:27.300255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:27.356605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:27.357401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:27.357481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:27.357516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:27.476926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:27.477085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:27.477124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:27.477153] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:27.480619] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-23T20:15:27.480894] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-23T20:15:27.481023] [INFO ] [sig       ] AEIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:27.618407] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEIS.txt
[2025-12-23T20:15:27.618557] [INFO ] [sig       ] [68/3557] Completed AEIS in 0.3s | 2.88 sym/s | Total: 23.6s | ETA: 20.2m
[2025-12-23T20:15:27.618616] [INFO ] [sig       ] [69/3557] Forecasting AEM...
[2025-12-23T20:15:27.618648] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-23T20:15:27.618678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-23T20:15:27.632148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-23T20:15:27.632663] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-23T20:15:27.633629] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-23T20:15:27.633693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:27.633727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:27.633754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:27.633810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:27.694376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:27.695326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:27.695422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:27.695455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:27.819660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:27.819818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:27.819857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:27.819887] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:27.823354] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-23T20:15:27.823694] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-23T20:15:27.823834] [INFO ] [sig       ] AEM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:27.967197] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEM.txt
[2025-12-23T20:15:27.967365] [INFO ] [sig       ] [69/3557] Completed AEM in 0.3s | 2.88 sym/s | Total: 23.9s | ETA: 20.2m
[2025-12-23T20:15:27.967407] [INFO ] [sig       ] [70/3557] Forecasting AEO...
[2025-12-23T20:15:27.967437] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-23T20:15:27.967468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-23T20:15:27.980650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-23T20:15:27.981065] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-23T20:15:27.981910] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-23T20:15:27.981966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:27.981998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:27.982025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:27.982082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:28.043331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:28.044258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:28.044344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:28.044379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:28.172825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:28.172982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:28.173023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:28.173052] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:28.176706] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-12-23T20:15:28.177015] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-23T20:15:28.177155] [INFO ] [sig       ] AEO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:28.322376] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEO.txt
[2025-12-23T20:15:28.322542] [INFO ] [sig       ] [70/3557] Completed AEO in 0.4s | 2.88 sym/s | Total: 24.3s | ETA: 20.2m
[2025-12-23T20:15:28.322602] [INFO ] [sig       ] [71/3557] Forecasting AEP...
[2025-12-23T20:15:28.322636] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-23T20:15:28.322667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-23T20:15:28.334903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-23T20:15:28.335317] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-23T20:15:28.336221] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-23T20:15:28.336280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:28.336314] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:28.336342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:28.336401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:28.395144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:28.396042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:28.396193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:28.396240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:28.522892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:28.523100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:28.523141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:28.523169] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:28.526671] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-23T20:15:28.526983] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-23T20:15:28.527132] [INFO ] [sig       ] AEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:28.675906] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEP.txt
[2025-12-23T20:15:28.676074] [INFO ] [sig       ] [71/3557] Completed AEP in 0.4s | 2.88 sym/s | Total: 24.7s | ETA: 20.2m
[2025-12-23T20:15:28.676116] [INFO ] [sig       ] [72/3557] Forecasting AES...
[2025-12-23T20:15:28.676149] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-23T20:15:28.676178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-23T20:15:28.688759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-23T20:15:28.689165] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-23T20:15:28.690015] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-23T20:15:28.690069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:28.690100] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:28.690126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:28.690183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:28.751562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:28.752500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:28.752625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:28.752662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:28.879031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:28.879191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:28.879248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:28.879279] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:28.882749] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-23T20:15:28.883073] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-23T20:15:28.883220] [INFO ] [sig       ] AES: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:29.025907] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AES.txt
[2025-12-23T20:15:29.026067] [INFO ] [sig       ] [72/3557] Completed AES in 0.3s | 2.88 sym/s | Total: 25.0s | ETA: 20.2m
[2025-12-23T20:15:29.026106] [INFO ] [sig       ] [73/3557] Forecasting AESI...
[2025-12-23T20:15:29.026136] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-23T20:15:29.026167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-23T20:15:29.038866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-23T20:15:29.039304] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-23T20:15:29.040151] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-23T20:15:29.040205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:29.040238] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:29.040265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:29.040323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:29.099511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:29.100412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:29.100497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:29.100531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:29.216891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:29.217063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:29.217102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:29.217130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:29.220602] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-23T20:15:29.221089] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-23T20:15:29.221223] [INFO ] [sig       ] AESI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:29.407217] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AESI.txt
[2025-12-23T20:15:29.407430] [INFO ] [sig       ] [73/3557] Completed AESI in 0.4s | 2.88 sym/s | Total: 25.4s | ETA: 20.2m
[2025-12-23T20:15:29.407484] [INFO ] [sig       ] [74/3557] Forecasting AEVA...
[2025-12-23T20:15:29.407529] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-23T20:15:29.407590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-23T20:15:29.424825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-23T20:15:29.425299] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-23T20:15:29.426129] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-23T20:15:29.426184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:29.426230] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:29.426258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:29.426314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:29.490235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:29.491249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:29.491342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:29.491374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:29.623924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:29.624095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:29.624141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:29.624170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:29.628067] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-23T20:15:29.628346] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-23T20:15:29.628481] [INFO ] [sig       ] AEVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:29.796617] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AEVA.txt
[2025-12-23T20:15:29.796822] [INFO ] [sig       ] [74/3557] Completed AEVA in 0.4s | 2.87 sym/s | Total: 25.8s | ETA: 20.2m
[2025-12-23T20:15:29.796865] [INFO ] [sig       ] [75/3557] Forecasting AEYE...
[2025-12-23T20:15:29.796897] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-23T20:15:29.796927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-23T20:15:29.809177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-23T20:15:29.809555] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-23T20:15:29.810367] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-23T20:15:29.810421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:29.810453] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:29.810480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:29.810540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:29.867436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:29.868306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:29.868388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:29.868420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:29.985137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:29.985308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:29.985352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:29.985380] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:29.989123] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-23T20:15:29.989484] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-23T20:15:29.989666] [INFO ] [sig       ] AEYE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:30.143519] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AEYE.txt
[2025-12-23T20:15:30.143720] [INFO ] [sig       ] [75/3557] Completed AEYE in 0.3s | 2.87 sym/s | Total: 26.1s | ETA: 20.2m
[2025-12-23T20:15:30.143764] [INFO ] [sig       ] [76/3557] Forecasting AFB...
[2025-12-23T20:15:30.143795] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-23T20:15:30.143831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-23T20:15:30.156834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-23T20:15:30.157267] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-23T20:15:30.158124] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-23T20:15:30.158179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:30.158220] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:30.158256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:30.158315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:30.222457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:30.223439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:30.223536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:30.223601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:30.358622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:30.358786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:30.358827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:30.358854] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:30.362343] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-12-23T20:15:30.362665] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-23T20:15:30.362981] [INFO ] [sig       ] AFB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:30.508704] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AFB.txt
[2025-12-23T20:15:30.508876] [INFO ] [sig       ] [76/3557] Completed AFB in 0.4s | 2.87 sym/s | Total: 26.5s | ETA: 20.2m
[2025-12-23T20:15:30.508916] [INFO ] [sig       ] [77/3557] Forecasting AFCG...
[2025-12-23T20:15:30.508945] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-23T20:15:30.508976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-23T20:15:30.521701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-23T20:15:30.522219] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-23T20:15:30.523054] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-23T20:15:30.523106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:30.523149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:30.523176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:30.523231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:30.582174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:30.583156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:30.583240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:30.583272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:30.702626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:30.702781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:30.702822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:30.702851] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:30.706333] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-23T20:15:30.706629] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-23T20:15:30.706770] [INFO ] [sig       ] AFCG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:30.844151] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AFCG.txt
[2025-12-23T20:15:30.844282] [INFO ] [sig       ] [77/3557] Completed AFCG in 0.3s | 2.87 sym/s | Total: 26.8s | ETA: 20.2m
[2025-12-23T20:15:30.844320] [INFO ] [sig       ] [78/3557] Forecasting AFG...
[2025-12-23T20:15:30.844349] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-23T20:15:30.844378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-23T20:15:30.856025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-23T20:15:30.856332] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-23T20:15:30.857163] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-23T20:15:30.857216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:30.857274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:30.857303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:30.857359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:30.914099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:30.914773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:30.914850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:30.914883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:31.035855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:31.036201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:31.036240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:31.036269] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:31.040251] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-12-23T20:15:31.040542] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-23T20:15:31.040718] [INFO ] [sig       ] AFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:31.181665] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AFG.txt
[2025-12-23T20:15:31.181811] [INFO ] [sig       ] [78/3557] Completed AFG in 0.3s | 2.87 sym/s | Total: 27.2s | ETA: 20.2m
[2025-12-23T20:15:31.181852] [INFO ] [sig       ] [79/3557] Forecasting AFGC...
[2025-12-23T20:15:31.181882] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-23T20:15:31.181912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-23T20:15:31.193424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-23T20:15:31.193969] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-23T20:15:31.194932] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-23T20:15:31.194985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:31.195016] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:31.195042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:31.195098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:31.257402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:31.258353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:31.258440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:31.258472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:31.373295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:31.373454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:31.373495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:31.373525] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:31.376961] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-23T20:15:31.377236] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-23T20:15:31.377367] [INFO ] [sig       ] AFGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:31.520023] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AFGC.txt
[2025-12-23T20:15:31.520193] [INFO ] [sig       ] [79/3557] Completed AFGC in 0.3s | 2.87 sym/s | Total: 27.5s | ETA: 20.2m
[2025-12-23T20:15:31.520233] [INFO ] [sig       ] [80/3557] Forecasting AFL...
[2025-12-23T20:15:31.520264] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-23T20:15:31.520294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-23T20:15:31.534964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-23T20:15:31.535348] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-23T20:15:31.536365] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-23T20:15:31.536420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:31.536454] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:31.536481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:31.536537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:31.599329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:31.600227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:31.600313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:31.600346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:31.723946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:31.724105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:31.724145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:31.724172] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:31.727615] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-23T20:15:31.727911] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-23T20:15:31.728048] [INFO ] [sig       ] AFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:31.870789] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AFL.txt
[2025-12-23T20:15:31.870955] [INFO ] [sig       ] [80/3557] Completed AFL in 0.4s | 2.87 sym/s | Total: 27.9s | ETA: 20.2m
[2025-12-23T20:15:31.871001] [INFO ] [sig       ] [81/3557] Forecasting AFRI...
[2025-12-23T20:15:31.871034] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-23T20:15:31.871065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-23T20:15:31.882487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-23T20:15:31.882893] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-23T20:15:31.883819] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-23T20:15:31.883872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:31.883903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:31.883929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:31.883985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:31.941290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:31.942414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:31.942501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:31.942537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:32.044282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:32.044446] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:15:32.044488] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:32.044585] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:32.048346] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-23T20:15:32.048689] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-23T20:15:32.049029] [INFO ] [sig       ] AFRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:32.194476] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AFRI.txt
[2025-12-23T20:15:32.194662] [INFO ] [sig       ] [81/3557] Completed AFRI in 0.3s | 2.87 sym/s | Total: 28.2s | ETA: 20.2m
[2025-12-23T20:15:32.194705] [INFO ] [sig       ] [82/3557] Forecasting AFRM...
[2025-12-23T20:15:32.194734] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-23T20:15:32.194766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-23T20:15:32.207009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-23T20:15:32.207391] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-23T20:15:32.208270] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-23T20:15:32.208326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:32.208359] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:32.208386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:32.208443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:32.271173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:32.272116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:32.272198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:32.272232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:32.400968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:32.401128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:32.401167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:32.401195] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:32.405199] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-23T20:15:32.405490] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-23T20:15:32.405671] [INFO ] [sig       ] AFRM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:32.550047] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AFRM.txt
[2025-12-23T20:15:32.550218] [INFO ] [sig       ] [82/3557] Completed AFRM in 0.4s | 2.87 sym/s | Total: 28.5s | ETA: 20.2m
[2025-12-23T20:15:32.550260] [INFO ] [sig       ] [83/3557] Forecasting AFYA...
[2025-12-23T20:15:32.550291] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-23T20:15:32.550322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-23T20:15:32.563177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-23T20:15:32.563632] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-23T20:15:32.564469] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-23T20:15:32.564525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:32.564558] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:32.564616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:32.564680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:32.626339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:32.627228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:32.627313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:32.627345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:32.749972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:32.750135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:32.750175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:32.750204] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:32.754159] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-23T20:15:32.754480] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-23T20:15:32.754650] [INFO ] [sig       ] AFYA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:32.898851] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AFYA.txt
[2025-12-23T20:15:32.899033] [INFO ] [sig       ] [83/3557] Completed AFYA in 0.3s | 2.87 sym/s | Total: 28.9s | ETA: 20.1m
[2025-12-23T20:15:32.899076] [INFO ] [sig       ] [84/3557] Forecasting AG...
[2025-12-23T20:15:32.899108] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-23T20:15:32.899138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-23T20:15:32.916895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-23T20:15:32.917608] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-23T20:15:32.918843] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-23T20:15:32.918910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:32.918952] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:32.918986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:32.919067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:32.986085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:32.987276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:32.987378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:32.987413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:33.114701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:33.114934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:33.114980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:33.115034] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:33.119081] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-23T20:15:33.119441] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-23T20:15:33.119634] [INFO ] [sig       ] AG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:33.265721] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AG.txt
[2025-12-23T20:15:33.265924] [INFO ] [sig       ] [84/3557] Completed AG in 0.4s | 2.87 sym/s | Total: 29.2s | ETA: 20.2m
[2025-12-23T20:15:33.265967] [INFO ] [sig       ] [85/3557] Forecasting AGCO...
[2025-12-23T20:15:33.265997] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-23T20:15:33.266029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-23T20:15:33.281973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-23T20:15:33.282482] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-23T20:15:33.283418] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-23T20:15:33.283472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:33.283506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:33.283532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:33.283615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:33.344756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:33.345905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:33.346002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:33.346036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:33.477780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:33.478028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:33.478108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:33.478145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:33.482792] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-23T20:15:33.483159] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-23T20:15:33.483313] [INFO ] [sig       ] AGCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:33.627293] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGCO.txt
[2025-12-23T20:15:33.627496] [INFO ] [sig       ] [85/3557] Completed AGCO in 0.4s | 2.87 sym/s | Total: 29.6s | ETA: 20.2m
[2025-12-23T20:15:33.627543] [INFO ] [sig       ] [86/3557] Forecasting AGD...
[2025-12-23T20:15:33.627591] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-23T20:15:33.627630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-23T20:15:33.707991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-23T20:15:33.708458] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-23T20:15:33.709440] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-23T20:15:33.709500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:33.709534] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:33.709562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:33.709644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:33.767455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:33.768567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:33.768684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:33.768743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:33.892597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:33.892826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:33.892877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:33.892912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:33.896921] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-23T20:15:33.897242] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-23T20:15:33.897387] [INFO ] [sig       ] AGD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:34.063328] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGD.txt
[2025-12-23T20:15:34.063561] [INFO ] [sig       ] [86/3557] Completed AGD in 0.4s | 2.86 sym/s | Total: 30.0s | ETA: 20.2m
[2025-12-23T20:15:34.063654] [INFO ] [sig       ] [87/3557] Forecasting AGEN...
[2025-12-23T20:15:34.063695] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-23T20:15:34.063736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-23T20:15:34.079193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-23T20:15:34.079976] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-23T20:15:34.081249] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-23T20:15:34.081310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:34.081347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:34.081375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:34.081436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:34.141728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:34.142907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:34.143020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:34.143057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:34.275731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:34.275967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:34.276012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:34.276041] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:34.280121] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-12-23T20:15:34.280474] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-23T20:15:34.280686] [INFO ] [sig       ] AGEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:34.430916] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGEN.txt
[2025-12-23T20:15:34.431128] [INFO ] [sig       ] [87/3557] Completed AGEN in 0.4s | 2.86 sym/s | Total: 30.4s | ETA: 20.2m
[2025-12-23T20:15:34.431180] [INFO ] [sig       ] [88/3557] Forecasting AGI...
[2025-12-23T20:15:34.431215] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-23T20:15:34.431247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-23T20:15:34.446464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-23T20:15:34.447022] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-23T20:15:34.448037] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-23T20:15:34.448106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:34.448142] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:34.448204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:34.448273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:34.511789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:34.512942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:34.513082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:34.513117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:34.641124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:34.641366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:34.641423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:34.641468] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:34.646386] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-23T20:15:34.647142] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-23T20:15:34.647344] [INFO ] [sig       ] AGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:34.803061] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGI.txt
[2025-12-23T20:15:34.803233] [INFO ] [sig       ] [88/3557] Completed AGI in 0.4s | 2.86 sym/s | Total: 30.8s | ETA: 20.2m
[2025-12-23T20:15:34.803274] [INFO ] [sig       ] [89/3557] Forecasting AGIO...
[2025-12-23T20:15:34.803306] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-23T20:15:34.803335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-23T20:15:34.815178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-23T20:15:34.815457] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-23T20:15:34.816264] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-23T20:15:34.816316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:34.816347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:34.816373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:34.816427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:34.873528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:34.874226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:34.874306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:34.874337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:34.994829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:34.994988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:34.995027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:34.995056] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:34.998457] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-23T20:15:34.998764] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-23T20:15:34.998896] [INFO ] [sig       ] AGIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:35.138269] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGIO.txt
[2025-12-23T20:15:35.138628] [INFO ] [sig       ] [89/3557] Completed AGIO in 0.3s | 2.86 sym/s | Total: 31.1s | ETA: 20.2m
[2025-12-23T20:15:35.138681] [INFO ] [sig       ] [90/3557] Forecasting AGM...
[2025-12-23T20:15:35.138719] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-23T20:15:35.138753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-23T20:15:35.154397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-23T20:15:35.155080] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-23T20:15:35.156133] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-23T20:15:35.156192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:35.156226] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:35.156254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:35.156314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:35.217675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:35.218796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:35.219096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:35.219130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:35.350666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:35.350899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:35.350948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:35.350980] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:35.355280] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-23T20:15:35.355710] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-23T20:15:35.356066] [INFO ] [sig       ] AGM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:35.505789] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGM.txt
[2025-12-23T20:15:35.506013] [INFO ] [sig       ] [90/3557] Completed AGM in 0.4s | 2.86 sym/s | Total: 31.5s | ETA: 20.2m
[2025-12-23T20:15:35.506058] [INFO ] [sig       ] [91/3557] Forecasting AGMH...
[2025-12-23T20:15:35.506089] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-23T20:15:35.506120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-23T20:15:35.519872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-23T20:15:35.520468] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-23T20:15:35.521471] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-23T20:15:35.521531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:35.521565] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:35.521623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:35.521682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:35.581320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:35.582421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:35.582526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:35.582567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:35.698992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:35.699243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:35.699296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:35.699332] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:35.703418] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-23T20:15:35.703857] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-23T20:15:35.704017] [INFO ] [sig       ] AGMH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:35.862949] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGMH.txt
[2025-12-23T20:15:35.863217] [INFO ] [sig       ] [91/3557] Completed AGMH in 0.4s | 2.86 sym/s | Total: 31.8s | ETA: 20.2m
[2025-12-23T20:15:35.863272] [INFO ] [sig       ] [92/3557] Forecasting AGNC...
[2025-12-23T20:15:35.863308] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-23T20:15:35.863349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-23T20:15:35.878397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-23T20:15:35.878913] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-23T20:15:35.879925] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-23T20:15:35.879998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:35.880033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:35.880060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:35.880120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:35.942728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:35.943934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:35.944056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:35.944094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:36.077223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:36.077462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:36.077508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:36.077537] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:36.081437] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-23T20:15:36.081760] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-23T20:15:36.081909] [INFO ] [sig       ] AGNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:36.221858] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGNC.txt
[2025-12-23T20:15:36.222073] [INFO ] [sig       ] [92/3557] Completed AGNC in 0.4s | 2.86 sym/s | Total: 32.2s | ETA: 20.2m
[2025-12-23T20:15:36.222119] [INFO ] [sig       ] [93/3557] Forecasting AGNCL...
[2025-12-23T20:15:36.222150] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-23T20:15:36.222182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-23T20:15:36.235616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-23T20:15:36.236265] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-23T20:15:36.237374] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-23T20:15:36.237429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:36.237461] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:36.237487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:36.237544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:36.298677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:36.301466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:36.301767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:36.301993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:36.413736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:36.413971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:36.414019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:36.414048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:36.418044] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-23T20:15:36.418363] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-23T20:15:36.418519] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:36.565166] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGNCL.txt
[2025-12-23T20:15:36.565401] [INFO ] [sig       ] [93/3557] Completed AGNCL in 0.3s | 2.86 sym/s | Total: 32.5s | ETA: 20.2m
[2025-12-23T20:15:36.565446] [INFO ] [sig       ] [94/3557] Forecasting AGNCM...
[2025-12-23T20:15:36.565478] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-23T20:15:36.565509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-23T20:15:36.578714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-23T20:15:36.579312] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-23T20:15:36.580334] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-23T20:15:36.580394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:36.580428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:36.580456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:36.580515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:36.640453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:36.641652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:36.641770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:36.641804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:36.750909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:36.751194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:36.751242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:36.751271] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:36.755242] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-23T20:15:36.755589] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-23T20:15:36.755746] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:36.904118] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGNCM.txt
[2025-12-23T20:15:36.904362] [INFO ] [sig       ] [94/3557] Completed AGNCM in 0.3s | 2.86 sym/s | Total: 32.9s | ETA: 20.2m
[2025-12-23T20:15:36.904435] [INFO ] [sig       ] [95/3557] Forecasting AGNCN...
[2025-12-23T20:15:36.904474] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-23T20:15:36.904508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-23T20:15:36.918974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-23T20:15:36.919455] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-23T20:15:36.920394] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-23T20:15:36.920451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:36.920519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:36.920551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:36.920630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:36.982177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:36.983678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:36.983837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:36.983874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:37.113541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:37.113790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:37.113836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:37.113865] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:37.118053] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-23T20:15:37.118393] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-23T20:15:37.118544] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:37.273187] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGNCN.txt
[2025-12-23T20:15:37.273497] [INFO ] [sig       ] [95/3557] Completed AGNCN in 0.4s | 2.86 sym/s | Total: 33.3s | ETA: 20.2m
[2025-12-23T20:15:37.273550] [INFO ] [sig       ] [96/3557] Forecasting AGNCO...
[2025-12-23T20:15:37.273615] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-23T20:15:37.273652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-23T20:15:37.288096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-23T20:15:37.288744] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-23T20:15:37.289799] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-23T20:15:37.289857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:37.289892] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:37.289919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:37.289979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:37.354870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:37.356238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:37.356339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:37.356372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:37.480304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:37.480541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:37.480605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:37.480636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:37.484766] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-23T20:15:37.485109] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-23T20:15:37.485269] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:37.639517] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGNCO.txt
[2025-12-23T20:15:37.639793] [INFO ] [sig       ] [96/3557] Completed AGNCO in 0.4s | 2.86 sym/s | Total: 33.6s | ETA: 20.2m
[2025-12-23T20:15:37.639842] [INFO ] [sig       ] [97/3557] Forecasting AGNCP...
[2025-12-23T20:15:37.639878] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-23T20:15:37.640109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-23T20:15:37.653989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-23T20:15:37.654542] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-23T20:15:37.655474] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-23T20:15:37.655535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:37.655588] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:37.655620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:37.655681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:37.717658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:37.718902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:37.719031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:37.719094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:37.848078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:37.848312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:37.848356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:37.848383] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:37.852969] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-23T20:15:37.853516] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-23T20:15:37.853703] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:38.005503] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AGNCP.txt
[2025-12-23T20:15:38.005731] [INFO ] [sig       ] [97/3557] Completed AGNCP in 0.4s | 2.85 sym/s | Total: 34.0s | ETA: 20.2m
[2025-12-23T20:15:38.005783] [INFO ] [sig       ] [98/3557] Forecasting AGO...
[2025-12-23T20:15:38.005818] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-23T20:15:38.005852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-23T20:15:38.021199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-23T20:15:38.021785] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-23T20:15:38.022743] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-23T20:15:38.022806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:38.022849] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:38.022880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:38.022942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:38.091406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:38.092688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:38.092801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:38.092847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:38.220648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:38.220880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:38.220926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:38.221023] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:38.225149] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-12-23T20:15:38.225473] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-23T20:15:38.225675] [INFO ] [sig       ] AGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:38.375410] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGO.txt
[2025-12-23T20:15:38.375671] [INFO ] [sig       ] [98/3557] Completed AGO in 0.4s | 2.85 sym/s | Total: 34.4s | ETA: 20.2m
[2025-12-23T20:15:38.375727] [INFO ] [sig       ] [99/3557] Forecasting AGRO...
[2025-12-23T20:15:38.375763] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-23T20:15:38.375795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-23T20:15:38.390668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-23T20:15:38.391177] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-23T20:15:38.392104] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-23T20:15:38.392163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:38.392197] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:38.392225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:38.392303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:38.454938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:38.456084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:38.456183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:38.456217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:38.582396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:38.582650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:38.582698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:38.582727] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:38.586869] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-23T20:15:38.587187] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-23T20:15:38.587329] [INFO ] [sig       ] AGRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:38.741434] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGRO.txt
[2025-12-23T20:15:38.741693] [INFO ] [sig       ] [99/3557] Completed AGRO in 0.4s | 2.85 sym/s | Total: 34.7s | ETA: 20.2m
[2025-12-23T20:15:38.741740] [INFO ] [sig       ] [100/3557] Forecasting AGX...
[2025-12-23T20:15:38.741771] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-23T20:15:38.741806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-23T20:15:38.761139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-23T20:15:38.761697] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-23T20:15:38.762722] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-23T20:15:38.762809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:38.762843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:38.762870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:38.762929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:38.834470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:38.836204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:38.836306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:38.836340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:38.966702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:38.966947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:38.966994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:38.967024] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:38.971013] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-23T20:15:38.971351] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-23T20:15:38.971523] [INFO ] [sig       ] AGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:39.127463] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGX.txt
[2025-12-23T20:15:39.127716] [INFO ] [sig       ] [100/3557] Completed AGX in 0.4s | 2.85 sym/s | Total: 35.1s | ETA: 20.2m
[2025-12-23T20:15:39.127764] [INFO ] [sig       ] [101/3557] Forecasting AGYS...
[2025-12-23T20:15:39.127794] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-23T20:15:39.127829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-23T20:15:39.143103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-23T20:15:39.143639] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-23T20:15:39.144597] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-23T20:15:39.144668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:39.144704] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:39.144731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:39.144790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:39.203623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:39.204537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:39.204644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:39.204680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:39.329828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:39.330005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:39.330045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:39.330074] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:39.334120] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-23T20:15:39.334490] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-23T20:15:39.334685] [INFO ] [sig       ] AGYS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:39.486184] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGYS.txt
[2025-12-23T20:15:39.486324] [INFO ] [sig       ] [101/3557] Completed AGYS in 0.4s | 2.85 sym/s | Total: 35.5s | ETA: 20.2m
[2025-12-23T20:15:39.486365] [INFO ] [sig       ] [102/3557] Forecasting AGZD...
[2025-12-23T20:15:39.486394] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-23T20:15:39.486425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-23T20:15:39.499089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-23T20:15:39.499503] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-23T20:15:39.500531] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-23T20:15:39.500604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:39.500640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:39.500666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:39.500723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:39.557448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:39.558095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:39.558174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:39.558206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:39.675431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:39.675591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:39.675634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:39.675662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:39.679044] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-23T20:15:39.679341] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-23T20:15:39.679471] [INFO ] [sig       ] AGZD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:39.826821] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AGZD.txt
[2025-12-23T20:15:39.826968] [INFO ] [sig       ] [102/3557] Completed AGZD in 0.3s | 2.85 sym/s | Total: 35.8s | ETA: 20.2m
[2025-12-23T20:15:39.827010] [INFO ] [sig       ] [103/3557] Forecasting AHCO...
[2025-12-23T20:15:39.827040] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-23T20:15:39.827087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-23T20:15:39.840429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-23T20:15:39.840779] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-23T20:15:39.841607] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-23T20:15:39.841663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:39.841696] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:39.841723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:39.841780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:39.897943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:39.898589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:39.898674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:39.898716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:40.015226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:40.015366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:40.015403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:40.015432] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:40.018848] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-23T20:15:40.019121] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-23T20:15:40.019265] [INFO ] [sig       ] AHCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:40.163504] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AHCO.txt
[2025-12-23T20:15:40.163644] [INFO ] [sig       ] [103/3557] Completed AHCO in 0.3s | 2.85 sym/s | Total: 36.1s | ETA: 20.2m
[2025-12-23T20:15:40.163687] [INFO ] [sig       ] [104/3557] Forecasting AHH...
[2025-12-23T20:15:40.163722] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-23T20:15:40.163758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-23T20:15:40.175297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-23T20:15:40.175603] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-23T20:15:40.176598] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-23T20:15:40.176652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:40.176686] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:40.176712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:40.176770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:40.235115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:40.236003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:40.236085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:40.236118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:40.355759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:40.355921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:40.355961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:40.355988] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:40.359482] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-23T20:15:40.359786] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-23T20:15:40.359923] [INFO ] [sig       ] AHH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:40.505567] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AHH.txt
[2025-12-23T20:15:40.505771] [INFO ] [sig       ] [104/3557] Completed AHH in 0.3s | 2.85 sym/s | Total: 36.5s | ETA: 20.2m
[2025-12-23T20:15:40.505820] [INFO ] [sig       ] [105/3557] Forecasting AI...
[2025-12-23T20:15:40.505851] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-23T20:15:40.505881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-23T20:15:40.518341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-23T20:15:40.518701] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-23T20:15:40.519830] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-23T20:15:40.519885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:40.520112] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:40.520140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:40.520198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:40.579000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:40.579887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:40.580002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:40.580036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:40.706542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:40.706714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:40.706756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:40.706785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:40.710206] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-23T20:15:40.710482] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-23T20:15:40.710635] [INFO ] [sig       ] AI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:40.851375] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AI.txt
[2025-12-23T20:15:40.851516] [INFO ] [sig       ] [105/3557] Completed AI in 0.3s | 2.85 sym/s | Total: 36.8s | ETA: 20.2m
[2025-12-23T20:15:40.851557] [INFO ] [sig       ] [106/3557] Forecasting AIA...
[2025-12-23T20:15:40.851606] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-23T20:15:40.851638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-23T20:15:40.862819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-23T20:15:40.863119] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-23T20:15:40.863921] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-23T20:15:40.863974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:40.864047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:40.864074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:40.864130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:40.920544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:40.921212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:40.921290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:40.921322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:41.038793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:41.038951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:41.038993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:41.039023] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:41.042439] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-23T20:15:41.042744] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-23T20:15:41.042877] [INFO ] [sig       ] AIA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:41.181633] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIA.txt
[2025-12-23T20:15:41.181791] [INFO ] [sig       ] [106/3557] Completed AIA in 0.3s | 2.85 sym/s | Total: 37.2s | ETA: 20.2m
[2025-12-23T20:15:41.181834] [INFO ] [sig       ] [107/3557] Forecasting AIFF...
[2025-12-23T20:15:41.181864] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-23T20:15:41.181895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-23T20:15:41.194093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-23T20:15:41.194490] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-23T20:15:41.195351] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-23T20:15:41.195407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:41.195439] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:41.195466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:41.195528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:41.257592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:41.258737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:41.258834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:41.258873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:41.384139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:41.384301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:41.384341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:41.384370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:41.387887] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-23T20:15:41.388181] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-23T20:15:41.388323] [INFO ] [sig       ] AIFF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:41.536393] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AIFF.txt
[2025-12-23T20:15:41.536543] [INFO ] [sig       ] [107/3557] Completed AIFF in 0.4s | 2.85 sym/s | Total: 37.5s | ETA: 20.2m
[2025-12-23T20:15:41.536601] [INFO ] [sig       ] [108/3557] Forecasting AIG...
[2025-12-23T20:15:41.536634] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-23T20:15:41.536671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-23T20:15:41.551261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-23T20:15:41.551645] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-23T20:15:41.552666] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-23T20:15:41.552729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:41.552772] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:41.552800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:41.552857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:41.618057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:41.618914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:41.618998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:41.619040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:41.749349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:41.749514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:41.749592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:41.749635] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:41.753238] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-23T20:15:41.753526] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-23T20:15:41.753678] [INFO ] [sig       ] AIG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:41.902285] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIG.txt
[2025-12-23T20:15:41.902464] [INFO ] [sig       ] [108/3557] Completed AIG in 0.4s | 2.85 sym/s | Total: 37.9s | ETA: 20.2m
[2025-12-23T20:15:41.902508] [INFO ] [sig       ] [109/3557] Forecasting AIMD...
[2025-12-23T20:15:41.902539] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-23T20:15:41.902585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-23T20:15:41.914356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-23T20:15:41.914692] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-23T20:15:41.915488] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-23T20:15:41.915542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:41.915595] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:41.915625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:41.915681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:41.971530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:41.972359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:41.972440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:41.972473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:42.098521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:42.098742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:42.098800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:42.098837] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:42.102859] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-23T20:15:42.103229] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-23T20:15:42.103401] [INFO ] [sig       ] AIMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:42.249694] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AIMD.txt
[2025-12-23T20:15:42.249907] [INFO ] [sig       ] [109/3557] Completed AIMD in 0.3s | 2.85 sym/s | Total: 38.2s | ETA: 20.2m
[2025-12-23T20:15:42.249969] [INFO ] [sig       ] [110/3557] Forecasting AIO...
[2025-12-23T20:15:42.250008] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-23T20:15:42.250042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-23T20:15:42.263316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-23T20:15:42.263699] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-23T20:15:42.264616] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-23T20:15:42.264673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:42.264707] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:42.264735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:42.264794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:42.332138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:42.333064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:42.333151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:42.333184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:42.463921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:42.464099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:42.464158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:42.464203] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:42.468229] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-23T20:15:42.468634] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-23T20:15:42.468793] [INFO ] [sig       ] AIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:42.622101] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIO.txt
[2025-12-23T20:15:42.622283] [INFO ] [sig       ] [110/3557] Completed AIO in 0.4s | 2.85 sym/s | Total: 38.6s | ETA: 20.2m
[2025-12-23T20:15:42.622325] [INFO ] [sig       ] [111/3557] Forecasting AIP...
[2025-12-23T20:15:42.622356] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-23T20:15:42.622387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-23T20:15:42.634638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-23T20:15:42.634991] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-23T20:15:42.635813] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-23T20:15:42.635867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:42.635900] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:42.635928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:42.635985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:42.693637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:42.694511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:42.694614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:42.694649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:42.818988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:42.819177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:42.819236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:42.819267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:42.822868] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-23T20:15:42.823156] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-23T20:15:42.823291] [INFO ] [sig       ] AIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:42.965976] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIP.txt
[2025-12-23T20:15:42.966407] [INFO ] [sig       ] [111/3557] Completed AIP in 0.3s | 2.85 sym/s | Total: 38.9s | ETA: 20.2m
[2025-12-23T20:15:42.966470] [INFO ] [sig       ] [112/3557] Forecasting AIPI...
[2025-12-23T20:15:42.966517] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-23T20:15:42.966565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-23T20:15:42.983675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-23T20:15:42.984150] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-23T20:15:42.985219] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-23T20:15:42.985286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:42.985372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:42.985407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:42.985477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:43.057428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:43.058512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:43.058647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:43.058688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:43.203961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:43.204123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:43.204164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:43.204194] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:43.207839] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-23T20:15:43.208132] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-23T20:15:43.208272] [INFO ] [sig       ] AIPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:43.356856] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AIPI.txt
[2025-12-23T20:15:43.357028] [INFO ] [sig       ] [112/3557] Completed AIPI in 0.4s | 2.85 sym/s | Total: 39.3s | ETA: 20.2m
[2025-12-23T20:15:43.357070] [INFO ] [sig       ] [113/3557] Forecasting AIQ...
[2025-12-23T20:15:43.357101] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-23T20:15:43.357131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-23T20:15:43.369700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-23T20:15:43.370106] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-23T20:15:43.370943] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-23T20:15:43.370998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:43.371032] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:43.371059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:43.371118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:43.430414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:43.431381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:43.431472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:43.431506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:43.560134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:43.560298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:43.560340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:43.560371] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:43.563969] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-12-23T20:15:43.564310] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-23T20:15:43.564509] [INFO ] [sig       ] AIQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:43.712851] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AIQ.txt
[2025-12-23T20:15:43.713021] [INFO ] [sig       ] [113/3557] Completed AIQ in 0.4s | 2.85 sym/s | Total: 39.7s | ETA: 20.2m
[2025-12-23T20:15:43.713062] [INFO ] [sig       ] [114/3557] Forecasting AIRG...
[2025-12-23T20:15:43.713093] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-23T20:15:43.713124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-23T20:15:43.724834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-23T20:15:43.725276] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-23T20:15:43.726219] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-23T20:15:43.726283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:43.726317] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:43.726345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:43.726407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:43.787422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:43.788359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:43.788447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:43.788481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:43.898681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:43.898851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:43.898892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:43.898922] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:43.902629] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-23T20:15:43.902959] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-23T20:15:43.903122] [INFO ] [sig       ] AIRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:44.047458] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIRG.txt
[2025-12-23T20:15:44.047704] [INFO ] [sig       ] [114/3557] Completed AIRG in 0.3s | 2.85 sym/s | Total: 40.0s | ETA: 20.1m
[2025-12-23T20:15:44.047752] [INFO ] [sig       ] [115/3557] Forecasting AIRJ...
[2025-12-23T20:15:44.047784] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-23T20:15:44.047817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-23T20:15:44.060017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-23T20:15:44.060495] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-23T20:15:44.061431] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-23T20:15:44.061495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:44.061537] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:44.061566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:44.061653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:44.130604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:44.131860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:44.131980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:44.132033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:44.266285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:44.266607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:44.266654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:44.266719] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:44.270669] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-23T20:15:44.271022] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-23T20:15:44.271188] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:44.501996] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIRJ.txt
[2025-12-23T20:15:44.502253] [INFO ] [sig       ] [115/3557] Completed AIRJ in 0.5s | 2.84 sym/s | Total: 40.5s | ETA: 20.2m
[2025-12-23T20:15:44.502324] [INFO ] [sig       ] [116/3557] Forecasting AIRS...
[2025-12-23T20:15:44.502386] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-23T20:15:44.502441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-23T20:15:44.526235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-23T20:15:44.527047] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-23T20:15:44.528359] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-23T20:15:44.528439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:44.528475] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:44.528505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:44.528567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:44.617801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:44.620203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:44.620473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:44.620535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:44.805593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:44.805796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:44.805858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:44.805904] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:44.811360] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-23T20:15:44.811866] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-23T20:15:44.812077] [INFO ] [sig       ] AIRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:45.008486] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AIRS.txt
[2025-12-23T20:15:45.008701] [INFO ] [sig       ] [116/3557] Completed AIRS in 0.5s | 2.83 sym/s | Total: 41.0s | ETA: 20.3m
[2025-12-23T20:15:45.008748] [INFO ] [sig       ] [117/3557] Forecasting AISP...
[2025-12-23T20:15:45.008781] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-23T20:15:45.008813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-23T20:15:45.022380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-23T20:15:45.022918] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-23T20:15:45.024089] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-23T20:15:45.024155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:45.024193] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:45.024225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:45.024298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:45.084673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:45.085777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:45.085890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:45.085936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:45.236418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:45.236613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:45.236659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:45.236690] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:45.240422] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-12-23T20:15:45.240792] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-23T20:15:45.240949] [INFO ] [sig       ] AISP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:45.396284] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AISP.txt
[2025-12-23T20:15:45.396500] [INFO ] [sig       ] [117/3557] Completed AISP in 0.4s | 2.83 sym/s | Total: 41.4s | ETA: 20.3m
[2025-12-23T20:15:45.396567] [INFO ] [sig       ] [118/3557] Forecasting AIZN...
[2025-12-23T20:15:45.396652] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-23T20:15:45.396701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-23T20:15:45.409936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-23T20:15:45.410386] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-23T20:15:45.411372] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-23T20:15:45.411436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:45.411477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:45.411509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:45.411604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:45.470919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:45.472223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:45.472313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:45.472348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:45.584890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:45.585043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:45.585083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:45.585112] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:45.588631] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-23T20:15:45.588941] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-23T20:15:45.589080] [INFO ] [sig       ] AIZN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:45.729905] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AIZN.txt
[2025-12-23T20:15:45.730068] [INFO ] [sig       ] [118/3557] Completed AIZN in 0.3s | 2.83 sym/s | Total: 41.7s | ETA: 20.3m
[2025-12-23T20:15:45.730109] [INFO ] [sig       ] [119/3557] Forecasting AJG...
[2025-12-23T20:15:45.730139] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-23T20:15:45.730170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-23T20:15:45.741908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-23T20:15:45.742306] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-23T20:15:45.743133] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-23T20:15:45.743189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:45.743222] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:45.743249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:45.743306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:45.800218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:45.801119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:45.801201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:45.801233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:45.922729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:45.922862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:45.922901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:45.922944] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:45.926248] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2025-12-23T20:15:45.926526] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-23T20:15:45.926674] [INFO ] [sig       ] AJG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:46.065689] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AJG.txt
[2025-12-23T20:15:46.065830] [INFO ] [sig       ] [119/3557] Completed AJG in 0.3s | 2.83 sym/s | Total: 42.0s | ETA: 20.2m
[2025-12-23T20:15:46.065870] [INFO ] [sig       ] [120/3557] Forecasting AKAM...
[2025-12-23T20:15:46.065899] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-23T20:15:46.065933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-23T20:15:46.077784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-23T20:15:46.078327] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-23T20:15:46.079299] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-23T20:15:46.079353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:46.079384] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:46.079409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:46.079464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:46.137645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:46.138616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:46.138696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:46.138728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:46.257976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:46.258130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:46.258170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:46.258198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:46.261587] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-23T20:15:46.261872] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-23T20:15:46.262007] [INFO ] [sig       ] AKAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:46.400422] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AKAM.txt
[2025-12-23T20:15:46.400566] [INFO ] [sig       ] [120/3557] Completed AKAM in 0.3s | 2.83 sym/s | Total: 42.4s | ETA: 20.2m
[2025-12-23T20:15:46.400626] [INFO ] [sig       ] [121/3557] Forecasting AKBA...
[2025-12-23T20:15:46.400657] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-23T20:15:46.400686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-23T20:15:46.412950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-23T20:15:46.413309] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-23T20:15:46.414105] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-23T20:15:46.414157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:46.414189] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:46.414215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:46.414270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:46.472113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:46.473018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:46.473100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:46.473149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:46.599329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:46.599489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:46.599529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:46.599556] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:46.603008] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-23T20:15:46.603281] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-23T20:15:46.603415] [INFO ] [sig       ] AKBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:46.744919] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AKBA.txt
[2025-12-23T20:15:46.745081] [INFO ] [sig       ] [121/3557] Completed AKBA in 0.3s | 2.83 sym/s | Total: 42.7s | ETA: 20.2m
[2025-12-23T20:15:46.745122] [INFO ] [sig       ] [122/3557] Forecasting AL...
[2025-12-23T20:15:46.745153] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-23T20:15:46.745184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-23T20:15:46.756930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-23T20:15:46.757327] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-23T20:15:46.758147] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-23T20:15:46.758202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:46.758234] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:46.758261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:46.758317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:46.814784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:46.815708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:46.815852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:46.815887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:46.938155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:46.938307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:46.938348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:46.938377] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:46.941796] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-23T20:15:46.942076] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-23T20:15:46.942211] [INFO ] [sig       ] AL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:47.083513] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AL.txt
[2025-12-23T20:15:47.083702] [INFO ] [sig       ] [122/3557] Completed AL in 0.3s | 2.83 sym/s | Total: 43.1s | ETA: 20.2m
[2025-12-23T20:15:47.083743] [INFO ] [sig       ] [123/3557] Forecasting ALAB...
[2025-12-23T20:15:47.083775] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-23T20:15:47.083806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-23T20:15:47.096138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-23T20:15:47.096556] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-23T20:15:47.097451] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-23T20:15:47.097507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:47.097540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:47.097598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:47.097659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:47.155314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:47.156224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:47.156309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:47.156341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:47.282280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:47.282441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:47.282483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:47.282512] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:47.286137] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-12-23T20:15:47.286422] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-23T20:15:47.286559] [INFO ] [sig       ] ALAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:47.428750] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALAB.txt
[2025-12-23T20:15:47.428916] [INFO ] [sig       ] [123/3557] Completed ALAB in 0.3s | 2.83 sym/s | Total: 43.4s | ETA: 20.2m
[2025-12-23T20:15:47.428958] [INFO ] [sig       ] [124/3557] Forecasting ALB...
[2025-12-23T20:15:47.428990] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-23T20:15:47.429020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-23T20:15:47.440685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-23T20:15:47.441103] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-23T20:15:47.442188] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-23T20:15:47.442266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:47.442313] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:47.442350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:47.442428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:47.511647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:47.512532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:47.512645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:47.512679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:47.640189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:47.640346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:47.640385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:47.640414] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:47.643960] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-12-23T20:15:47.644272] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-23T20:15:47.644409] [INFO ] [sig       ] ALB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:47.800489] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALB.txt
[2025-12-23T20:15:47.800674] [INFO ] [sig       ] [124/3557] Completed ALB in 0.4s | 2.83 sym/s | Total: 43.8s | ETA: 20.2m
[2025-12-23T20:15:47.800717] [INFO ] [sig       ] [125/3557] Forecasting ALC...
[2025-12-23T20:15:47.800748] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-23T20:15:47.800781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-23T20:15:47.813276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-23T20:15:47.813593] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-23T20:15:47.814375] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-23T20:15:47.814428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:47.814460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:47.814487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:47.814543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:47.872858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:47.873600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:47.873681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:47.873713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:48.001983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:48.002169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:48.002209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:48.002238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:48.005863] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-23T20:15:48.006188] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-23T20:15:48.006336] [INFO ] [sig       ] ALC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:48.145995] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALC.txt
[2025-12-23T20:15:48.146219] [INFO ] [sig       ] [125/3557] Completed ALC in 0.3s | 2.83 sym/s | Total: 44.1s | ETA: 20.2m
[2025-12-23T20:15:48.146263] [INFO ] [sig       ] [126/3557] Forecasting ALCO...
[2025-12-23T20:15:48.146293] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-23T20:15:48.146323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-23T20:15:48.157508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-23T20:15:48.157909] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-23T20:15:48.158708] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-23T20:15:48.158762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:48.158795] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:48.158822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:48.158878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:48.216012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:48.216914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:48.217000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:48.217033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:48.359884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:48.360044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:48.360084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:48.360114] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:48.364543] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-23T20:15:48.364961] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-23T20:15:48.365144] [INFO ] [sig       ] ALCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:48.514525] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALCO.txt
[2025-12-23T20:15:48.514688] [INFO ] [sig       ] [126/3557] Completed ALCO in 0.4s | 2.83 sym/s | Total: 44.5s | ETA: 20.2m
[2025-12-23T20:15:48.514729] [INFO ] [sig       ] [127/3557] Forecasting ALDX...
[2025-12-23T20:15:48.514759] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-23T20:15:48.514798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-23T20:15:48.526322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-23T20:15:48.526661] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-23T20:15:48.527430] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-23T20:15:48.527483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:48.527514] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:48.527540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:48.527622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:48.586510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:48.587396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:48.587478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:48.587512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:48.713967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:48.714150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:48.714191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:48.714220] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:48.718040] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-23T20:15:48.718320] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-23T20:15:48.718460] [INFO ] [sig       ] ALDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:48.859988] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALDX.txt
[2025-12-23T20:15:48.860164] [INFO ] [sig       ] [127/3557] Completed ALDX in 0.3s | 2.83 sym/s | Total: 44.8s | ETA: 20.2m
[2025-12-23T20:15:48.860215] [INFO ] [sig       ] [128/3557] Forecasting ALEX...
[2025-12-23T20:15:48.860248] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-23T20:15:48.860278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-23T20:15:48.872540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-23T20:15:48.872923] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-23T20:15:48.873770] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-23T20:15:48.873825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:48.873860] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:48.873887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:48.873945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:48.931018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:48.931849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:48.931935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:48.931970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:49.071545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:49.071735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:49.071778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:49.071810] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:49.075824] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-23T20:15:49.076145] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-23T20:15:49.076297] [INFO ] [sig       ] ALEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:49.252596] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALEX.txt
[2025-12-23T20:15:49.252762] [INFO ] [sig       ] [128/3557] Completed ALEX in 0.4s | 2.83 sym/s | Total: 45.2s | ETA: 20.2m
[2025-12-23T20:15:49.252803] [INFO ] [sig       ] [129/3557] Forecasting ALG...
[2025-12-23T20:15:49.252834] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-23T20:15:49.252864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-23T20:15:49.264189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-23T20:15:49.264548] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-23T20:15:49.265343] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-23T20:15:49.265397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:49.265457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:49.265485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:49.265541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:49.322415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:49.323205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:49.323285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:49.323316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:49.450200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:49.450353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:49.450393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:49.450421] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:49.453943] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2025-12-23T20:15:49.454232] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-23T20:15:49.454379] [INFO ] [sig       ] ALG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:49.604292] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALG.txt
[2025-12-23T20:15:49.604471] [INFO ] [sig       ] [129/3557] Completed ALG in 0.4s | 2.83 sym/s | Total: 45.6s | ETA: 20.2m
[2025-12-23T20:15:49.604528] [INFO ] [sig       ] [130/3557] Forecasting ALGM...
[2025-12-23T20:15:49.604564] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-23T20:15:49.604622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-23T20:15:49.617359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-23T20:15:49.617727] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-23T20:15:49.618718] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-23T20:15:49.618773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:49.618804] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:49.618830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:49.618886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:49.679901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:49.680830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:49.680911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:49.680944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:49.809464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:49.809653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:49.809698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:49.809737] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:49.813986] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-23T20:15:49.814313] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-23T20:15:49.814462] [INFO ] [sig       ] ALGM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:50.028539] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALGM.txt
[2025-12-23T20:15:50.028721] [INFO ] [sig       ] [130/3557] Completed ALGM in 0.4s | 2.83 sym/s | Total: 46.0s | ETA: 20.2m
[2025-12-23T20:15:50.028762] [INFO ] [sig       ] [131/3557] Forecasting ALGN...
[2025-12-23T20:15:50.028793] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-23T20:15:50.028822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-23T20:15:50.041210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-23T20:15:50.041615] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-23T20:15:50.042404] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-23T20:15:50.042458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:50.042491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:50.042518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:50.042593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:50.100477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:50.101382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:50.101467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:50.101499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:50.218552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:50.218724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:50.218764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:50.218792] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:50.222353] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-23T20:15:50.222651] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-23T20:15:50.222785] [INFO ] [sig       ] ALGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:50.364810] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALGN.txt
[2025-12-23T20:15:50.364967] [INFO ] [sig       ] [131/3557] Completed ALGN in 0.3s | 2.83 sym/s | Total: 46.3s | ETA: 20.2m
[2025-12-23T20:15:50.365008] [INFO ] [sig       ] [132/3557] Forecasting ALGS...
[2025-12-23T20:15:50.365038] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-23T20:15:50.365069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-23T20:15:50.376907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-23T20:15:50.377221] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-23T20:15:50.378019] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-23T20:15:50.378072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:50.378103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:50.378129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:50.378186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:50.434319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:50.434991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:50.435073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:50.435105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:50.560039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:50.560212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:50.560254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:50.560311] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:50.564331] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-23T20:15:50.564658] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-23T20:15:50.564811] [INFO ] [sig       ] ALGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:50.716597] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALGS.txt
[2025-12-23T20:15:50.716750] [INFO ] [sig       ] [132/3557] Completed ALGS in 0.4s | 2.83 sym/s | Total: 46.7s | ETA: 20.2m
[2025-12-23T20:15:50.716795] [INFO ] [sig       ] [133/3557] Forecasting ALHC...
[2025-12-23T20:15:50.716825] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-23T20:15:50.716857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-23T20:15:50.728828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-23T20:15:50.729159] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-23T20:15:50.730071] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-23T20:15:50.730127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:50.730160] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:50.730187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:50.730243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:50.793725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:50.794451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:50.794538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:50.794601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:50.921616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:50.921773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:50.921814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:50.921845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:50.925471] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-23T20:15:50.925782] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-23T20:15:50.925930] [INFO ] [sig       ] ALHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:51.071244] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALHC.txt
[2025-12-23T20:15:51.071409] [INFO ] [sig       ] [133/3557] Completed ALHC in 0.4s | 2.83 sym/s | Total: 47.1s | ETA: 20.2m
[2025-12-23T20:15:51.071456] [INFO ] [sig       ] [134/3557] Forecasting ALK...
[2025-12-23T20:15:51.071492] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-23T20:15:51.071536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-23T20:15:51.084065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-23T20:15:51.084416] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-23T20:15:51.085264] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-23T20:15:51.085320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:51.085354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:51.085393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:51.085457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:51.149034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:51.150010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:51.150111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:51.150162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:51.281366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:51.281510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:51.281554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:51.281604] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:51.284976] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-23T20:15:51.285255] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-23T20:15:51.285386] [INFO ] [sig       ] ALK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:51.425259] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALK.txt
[2025-12-23T20:15:51.425398] [INFO ] [sig       ] [134/3557] Completed ALK in 0.4s | 2.83 sym/s | Total: 47.4s | ETA: 20.2m
[2025-12-23T20:15:51.425437] [INFO ] [sig       ] [135/3557] Forecasting ALKS...
[2025-12-23T20:15:51.425466] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-23T20:15:51.425497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-23T20:15:51.437298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-23T20:15:51.437658] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-23T20:15:51.438469] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-23T20:15:51.438529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:51.438568] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:51.438620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:51.438679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:51.499208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:51.499883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:51.499962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:51.499994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:51.619996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:51.620147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:51.620375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:51.620403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:51.624174] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-23T20:15:51.624670] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-23T20:15:51.624808] [INFO ] [sig       ] ALKS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:51.767619] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALKS.txt
[2025-12-23T20:15:51.767775] [INFO ] [sig       ] [135/3557] Completed ALKS in 0.3s | 2.83 sym/s | Total: 47.7s | ETA: 20.2m
[2025-12-23T20:15:51.767815] [INFO ] [sig       ] [136/3557] Forecasting ALL...
[2025-12-23T20:15:51.767844] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-23T20:15:51.767874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-23T20:15:51.780548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-23T20:15:51.780899] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-23T20:15:51.781704] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-23T20:15:51.781767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:51.781800] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:51.781827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:51.781884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:51.840222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:51.841162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:51.841244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:51.841277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:51.967502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:51.967682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:51.967733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:51.967763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:51.971786] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-23T20:15:51.972101] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-23T20:15:51.972451] [INFO ] [sig       ] ALL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:52.124443] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALL.txt
[2025-12-23T20:15:52.124608] [INFO ] [sig       ] [136/3557] Completed ALL in 0.4s | 2.83 sym/s | Total: 48.1s | ETA: 20.2m
[2025-12-23T20:15:52.124651] [INFO ] [sig       ] [137/3557] Forecasting ALLE...
[2025-12-23T20:15:52.124681] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-23T20:15:52.124710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-23T20:15:52.136531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-23T20:15:52.136859] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-23T20:15:52.137653] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-23T20:15:52.137707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:52.137739] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:52.137766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:52.137822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:52.194010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:52.194651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:52.194729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:52.194761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:52.309532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:52.309675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:52.309713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:52.309741] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:52.313066] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2025-12-23T20:15:52.313336] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-23T20:15:52.313466] [INFO ] [sig       ] ALLE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:52.451685] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALLE.txt
[2025-12-23T20:15:52.451819] [INFO ] [sig       ] [137/3557] Completed ALLE in 0.3s | 2.83 sym/s | Total: 48.4s | ETA: 20.2m
[2025-12-23T20:15:52.451858] [INFO ] [sig       ] [138/3557] Forecasting ALLO...
[2025-12-23T20:15:52.451887] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-23T20:15:52.451916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-23T20:15:52.465201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-23T20:15:52.465489] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-23T20:15:52.466288] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-23T20:15:52.466342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:52.466557] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:52.466602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:52.466660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:52.522997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:52.523683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:52.523762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:52.523793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:52.646798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:52.646954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:52.646995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:52.647022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:52.650599] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-23T20:15:52.650873] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-23T20:15:52.651005] [INFO ] [sig       ] ALLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:52.789086] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALLO.txt
[2025-12-23T20:15:52.789241] [INFO ] [sig       ] [138/3557] Completed ALLO in 0.3s | 2.83 sym/s | Total: 48.8s | ETA: 20.1m
[2025-12-23T20:15:52.789282] [INFO ] [sig       ] [139/3557] Forecasting ALLY...
[2025-12-23T20:15:52.789311] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-23T20:15:52.789340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-23T20:15:52.801723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-23T20:15:52.802076] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-23T20:15:52.803076] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-23T20:15:52.803130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:52.803347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:52.803374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:52.803430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:52.864347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:52.865168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:52.865288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:52.865325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:52.995934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:52.996094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:52.996135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:52.996165] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:52.999786] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2025-12-23T20:15:53.000065] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-23T20:15:53.000196] [INFO ] [sig       ] ALLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:53.146520] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALLY.txt
[2025-12-23T20:15:53.146694] [INFO ] [sig       ] [139/3557] Completed ALLY in 0.4s | 2.83 sym/s | Total: 49.1s | ETA: 20.1m
[2025-12-23T20:15:53.146748] [INFO ] [sig       ] [140/3557] Forecasting ALMS...
[2025-12-23T20:15:53.146783] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-23T20:15:53.146815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-23T20:15:53.159140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-23T20:15:53.159489] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-23T20:15:53.160333] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-23T20:15:53.160386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:53.160417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:53.160443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:53.160503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:53.221670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:53.222365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:53.222456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:53.222490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:53.347473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:53.347646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:53.347687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:53.347715] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:53.351258] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-23T20:15:53.351540] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-23T20:15:53.351691] [INFO ] [sig       ] ALMS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:53.490247] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALMS.txt
[2025-12-23T20:15:53.490394] [INFO ] [sig       ] [140/3557] Completed ALMS in 0.3s | 2.83 sym/s | Total: 49.5s | ETA: 20.1m
[2025-12-23T20:15:53.490434] [INFO ] [sig       ] [141/3557] Forecasting ALNY...
[2025-12-23T20:15:53.490465] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-23T20:15:53.490495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-23T20:15:53.501792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-23T20:15:53.502080] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-23T20:15:53.502882] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-23T20:15:53.502935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:53.502967] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:53.502993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:53.503048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:53.558792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:53.559570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:53.559668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:53.559700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:53.680756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:53.680912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:53.680953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:53.680982] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:53.684528] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-23T20:15:53.684851] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-23T20:15:53.684991] [INFO ] [sig       ] ALNY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:53.826944] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALNY.txt
[2025-12-23T20:15:53.827108] [INFO ] [sig       ] [141/3557] Completed ALNY in 0.3s | 2.83 sym/s | Total: 49.8s | ETA: 20.1m
[2025-12-23T20:15:53.827150] [INFO ] [sig       ] [142/3557] Forecasting ALRM...
[2025-12-23T20:15:53.827181] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-23T20:15:53.827210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-23T20:15:53.840444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-23T20:15:53.840887] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-23T20:15:53.841728] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-23T20:15:53.841783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:53.841815] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:53.841843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:53.841901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:53.901038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:53.901866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:53.901953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:53.901987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:54.029179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:54.029370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:54.029410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:54.029439] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:54.033037] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-23T20:15:54.033342] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-23T20:15:54.033482] [INFO ] [sig       ] ALRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:54.179500] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALRM.txt
[2025-12-23T20:15:54.179706] [INFO ] [sig       ] [142/3557] Completed ALRM in 0.4s | 2.83 sym/s | Total: 50.2s | ETA: 20.1m
[2025-12-23T20:15:54.179749] [INFO ] [sig       ] [143/3557] Forecasting ALRS...
[2025-12-23T20:15:54.179781] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-23T20:15:54.179812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-23T20:15:54.191602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-23T20:15:54.191964] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-23T20:15:54.192759] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-23T20:15:54.192812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:54.192844] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:54.192870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:54.192931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:54.251351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:54.252306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:54.252603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:54.252638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:54.406849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:54.407011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:54.407068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:54.407098] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:54.410989] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-23T20:15:54.411309] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-23T20:15:54.411445] [INFO ] [sig       ] ALRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:54.559256] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALRS.txt
[2025-12-23T20:15:54.559416] [INFO ] [sig       ] [143/3557] Completed ALRS in 0.4s | 2.83 sym/s | Total: 50.5s | ETA: 20.1m
[2025-12-23T20:15:54.559456] [INFO ] [sig       ] [144/3557] Forecasting ALSN...
[2025-12-23T20:15:54.559486] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-23T20:15:54.559516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-23T20:15:54.570975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-23T20:15:54.571323] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-23T20:15:54.572113] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-23T20:15:54.572167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:54.572198] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:54.572224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:54.572280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:54.630350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:54.631218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:54.631308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:54.631355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:54.755722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:54.755881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:54.755920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:54.755950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:54.760298] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-23T20:15:54.760818] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-23T20:15:54.760972] [INFO ] [sig       ] ALSN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:54.917353] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALSN.txt
[2025-12-23T20:15:54.917597] [INFO ] [sig       ] [144/3557] Completed ALSN in 0.4s | 2.83 sym/s | Total: 50.9s | ETA: 20.1m
[2025-12-23T20:15:54.917663] [INFO ] [sig       ] [145/3557] Forecasting ALTG...
[2025-12-23T20:15:54.917701] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-23T20:15:54.917731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-23T20:15:54.930836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-23T20:15:54.931254] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-23T20:15:54.932260] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-23T20:15:54.932316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:54.932349] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:54.932375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:54.932433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:54.997797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:54.998741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:54.998842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:54.998894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:55.125181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:55.125338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:55.125380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:55.125411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:55.129192] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-23T20:15:55.129509] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-23T20:15:55.129663] [INFO ] [sig       ] ALTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:55.270123] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALTG.txt
[2025-12-23T20:15:55.270282] [INFO ] [sig       ] [145/3557] Completed ALTG in 0.4s | 2.83 sym/s | Total: 51.2s | ETA: 20.1m
[2025-12-23T20:15:55.270323] [INFO ] [sig       ] [146/3557] Forecasting ALTI...
[2025-12-23T20:15:55.270353] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-23T20:15:55.270382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-23T20:15:55.281993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-23T20:15:55.282301] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-23T20:15:55.283118] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-23T20:15:55.283172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:55.283229] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:55.283257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:55.283314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:55.340251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:55.340994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:55.341074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:55.341106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:55.462223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:55.462371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:55.462412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:55.462442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:55.465917] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-12-23T20:15:55.466202] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-23T20:15:55.466335] [INFO ] [sig       ] ALTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:55.606007] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALTI.txt
[2025-12-23T20:15:55.606122] [INFO ] [sig       ] [146/3557] Completed ALTI in 0.3s | 2.83 sym/s | Total: 51.6s | ETA: 20.1m
[2025-12-23T20:15:55.606163] [INFO ] [sig       ] [147/3557] Forecasting ALTS...
[2025-12-23T20:15:55.606192] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-23T20:15:55.606220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-23T20:15:55.618700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-23T20:15:55.618974] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-23T20:15:55.619988] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-23T20:15:55.620043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:55.620086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:55.620114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:55.620170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:55.678207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:55.678822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:55.678900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:55.678931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:55.803100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:55.803258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:55.803299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:55.803328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:55.806747] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2025-12-23T20:15:55.807018] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-23T20:15:55.807147] [INFO ] [sig       ] ALTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:55.945302] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALTS.txt
[2025-12-23T20:15:55.945440] [INFO ] [sig       ] [147/3557] Completed ALTS in 0.3s | 2.83 sym/s | Total: 51.9s | ETA: 20.1m
[2025-12-23T20:15:55.945481] [INFO ] [sig       ] [148/3557] Forecasting ALTY...
[2025-12-23T20:15:55.945511] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-23T20:15:55.945540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-23T20:15:55.957716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-23T20:15:55.958117] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-23T20:15:55.958999] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-23T20:15:55.959057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:55.959093] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:55.959121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:55.959178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:56.029614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:56.030621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:56.030710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:56.030743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:56.143841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:56.143998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:56.144041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:56.144070] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:56.147568] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-23T20:15:56.147870] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-23T20:15:56.148003] [INFO ] [sig       ] ALTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:56.309535] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALTY.txt
[2025-12-23T20:15:56.309724] [INFO ] [sig       ] [148/3557] Completed ALTY in 0.4s | 2.83 sym/s | Total: 52.3s | ETA: 20.1m
[2025-12-23T20:15:56.309766] [INFO ] [sig       ] [149/3557] Forecasting ALVO...
[2025-12-23T20:15:56.309796] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-23T20:15:56.309828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-23T20:15:56.321162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-23T20:15:56.321554] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-23T20:15:56.322370] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-23T20:15:56.322425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:56.322458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:56.322485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:56.322542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:56.379667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:56.380570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:56.380680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:56.380714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:56.507212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:56.507369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:56.507410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:56.507477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:56.511850] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-23T20:15:56.512218] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-23T20:15:56.512598] [INFO ] [sig       ] ALVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:56.656513] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALVO.txt
[2025-12-23T20:15:56.656692] [INFO ] [sig       ] [149/3557] Completed ALVO in 0.3s | 2.83 sym/s | Total: 52.6s | ETA: 20.1m
[2025-12-23T20:15:56.656744] [INFO ] [sig       ] [150/3557] Forecasting ALX...
[2025-12-23T20:15:56.656782] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-23T20:15:56.656819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-23T20:15:56.668439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-23T20:15:56.668824] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-23T20:15:56.669694] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-23T20:15:56.669752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:56.669787] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:56.669816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:56.669874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:56.727260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:56.728196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:56.728308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:56.728341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:56.845613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:56.845775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:56.845817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:56.845848] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:56.849802] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-23T20:15:56.850172] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-23T20:15:56.850355] [INFO ] [sig       ] ALX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:56.999889] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALX.txt
[2025-12-23T20:15:57.000106] [INFO ] [sig       ] [150/3557] Completed ALX in 0.3s | 2.83 sym/s | Total: 53.0s | ETA: 20.1m
[2025-12-23T20:15:57.000173] [INFO ] [sig       ] [151/3557] Forecasting ALXO...
[2025-12-23T20:15:57.000219] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-23T20:15:57.000262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-23T20:15:57.013273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-23T20:15:57.013628] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-23T20:15:57.014396] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-23T20:15:57.014450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:57.014482] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:57.014508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:57.014565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:57.074776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:57.075668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:57.075754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:57.075789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:57.200784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:57.200936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:57.200976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:57.201007] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:57.204457] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-23T20:15:57.204759] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-23T20:15:57.204896] [INFO ] [sig       ] ALXO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:57.349683] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ALXO.txt
[2025-12-23T20:15:57.349843] [INFO ] [sig       ] [151/3557] Completed ALXO in 0.3s | 2.83 sym/s | Total: 53.3s | ETA: 20.0m
[2025-12-23T20:15:57.349883] [INFO ] [sig       ] [152/3557] Forecasting ALZN...
[2025-12-23T20:15:57.349913] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-23T20:15:57.349946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-23T20:15:57.361627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-23T20:15:57.362018] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-23T20:15:57.362861] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-23T20:15:57.362914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:57.362946] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:57.362973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:57.363030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:57.423270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:57.424698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:57.424802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:57.424846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:57.550111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:57.550286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:57.550334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:57.550363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:57.554292] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-23T20:15:57.554810] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-23T20:15:57.554969] [INFO ] [sig       ] ALZN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:57.703619] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ALZN.txt
[2025-12-23T20:15:57.703792] [INFO ] [sig       ] [152/3557] Completed ALZN in 0.4s | 2.83 sym/s | Total: 53.7s | ETA: 20.0m
[2025-12-23T20:15:57.703834] [INFO ] [sig       ] [153/3557] Forecasting AM...
[2025-12-23T20:15:57.703866] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-23T20:15:57.703897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-23T20:15:57.716692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-23T20:15:57.717087] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-23T20:15:57.718122] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-23T20:15:57.718177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:57.718208] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:57.718235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:57.718290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:57.782565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:57.783494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:57.783607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:57.783643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:57.908693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:57.908850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:57.908898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:57.908928] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:57.912467] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-23T20:15:57.912779] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-23T20:15:57.912921] [INFO ] [sig       ] AM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:58.076943] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AM.txt
[2025-12-23T20:15:58.077133] [INFO ] [sig       ] [153/3557] Completed AM in 0.4s | 2.83 sym/s | Total: 54.1s | ETA: 20.0m
[2025-12-23T20:15:58.077195] [INFO ] [sig       ] [154/3557] Forecasting AMAL...
[2025-12-23T20:15:58.077228] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-23T20:15:58.077262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-23T20:15:58.090600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-23T20:15:58.091006] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-23T20:15:58.091894] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-23T20:15:58.091951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:58.091984] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:58.092011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:58.092069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:58.167283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:58.168195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:58.168300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:58.168334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:58.294456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:58.294650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:58.294692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:58.294738] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:58.298351] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-23T20:15:58.298692] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-23T20:15:58.298840] [INFO ] [sig       ] AMAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:58.438484] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMAL.txt
[2025-12-23T20:15:58.438687] [INFO ] [sig       ] [154/3557] Completed AMAL in 0.4s | 2.83 sym/s | Total: 54.4s | ETA: 20.0m
[2025-12-23T20:15:58.438734] [INFO ] [sig       ] [155/3557] Forecasting AMBA...
[2025-12-23T20:15:58.438763] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-23T20:15:58.438797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-23T20:15:58.451223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-23T20:15:58.451643] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-23T20:15:58.452441] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-23T20:15:58.452504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:58.452540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:58.452568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:58.452653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:58.515139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:58.516044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:58.516130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:58.516165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:58.654608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:58.654769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:58.654810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:58.654840] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:58.658338] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-23T20:15:58.658676] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-23T20:15:58.658819] [INFO ] [sig       ] AMBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:58.816510] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMBA.txt
[2025-12-23T20:15:58.816694] [INFO ] [sig       ] [155/3557] Completed AMBA in 0.4s | 2.83 sym/s | Total: 54.8s | ETA: 20.0m
[2025-12-23T20:15:58.816737] [INFO ] [sig       ] [156/3557] Forecasting AMBP...
[2025-12-23T20:15:58.816769] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-23T20:15:58.816799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-23T20:15:58.829646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-23T20:15:58.830103] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-23T20:15:58.831021] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-23T20:15:58.831079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:58.831114] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:58.831145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:58.831205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:58.896952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:58.897906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:58.898051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:58.898101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:59.020166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:59.020324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:59.020364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:59.020392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:59.024001] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-23T20:15:59.024357] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-23T20:15:59.024505] [INFO ] [sig       ] AMBP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:15:59.172741] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMBP.txt
[2025-12-23T20:15:59.172908] [INFO ] [sig       ] [156/3557] Completed AMBP in 0.4s | 2.83 sym/s | Total: 55.2s | ETA: 20.0m
[2025-12-23T20:15:59.172949] [INFO ] [sig       ] [157/3557] Forecasting AMC...
[2025-12-23T20:15:59.172982] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-23T20:15:59.173015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-23T20:15:59.184910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-23T20:15:59.185294] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-23T20:15:59.186125] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-23T20:15:59.186182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:59.186217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:59.186245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:59.186304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:59.244839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:59.245745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:59.245831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:59.245865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:59.378260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:59.378418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:59.378459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:59.378488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:59.382273] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-23T20:15:59.382642] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-23T20:15:59.382796] [INFO ] [sig       ] AMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:59.532906] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMC.txt
[2025-12-23T20:15:59.533045] [INFO ] [sig       ] [157/3557] Completed AMC in 0.4s | 2.83 sym/s | Total: 55.5s | ETA: 20.0m
[2025-12-23T20:15:59.533085] [INFO ] [sig       ] [158/3557] Forecasting AMCX...
[2025-12-23T20:15:59.533114] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-23T20:15:59.533143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-23T20:15:59.545040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-23T20:15:59.545373] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-23T20:15:59.546212] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-23T20:15:59.546269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:59.546302] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:59.546343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:59.546404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:59.603678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:59.604310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:59.604388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:59.604419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:15:59.725900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:15:59.726061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:15:59.726102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:15:59.726130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:15:59.730068] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-23T20:15:59.730352] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-23T20:15:59.730494] [INFO ] [sig       ] AMCX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:15:59.880871] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMCX.txt
[2025-12-23T20:15:59.881034] [INFO ] [sig       ] [158/3557] Completed AMCX in 0.3s | 2.83 sym/s | Total: 55.9s | ETA: 20.0m
[2025-12-23T20:15:59.881074] [INFO ] [sig       ] [159/3557] Forecasting AMD...
[2025-12-23T20:15:59.881103] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-23T20:15:59.881134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-23T20:15:59.897665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-23T20:15:59.898201] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-23T20:15:59.899062] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-23T20:15:59.899116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:15:59.899149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:15:59.899175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:15:59.899263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:15:59.956538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:15:59.957512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:15:59.957613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:15:59.957649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:00.086988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:00.087154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:00.087198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:00.087229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:00.091249] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-12-23T20:16:00.091754] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-23T20:16:00.091910] [INFO ] [sig       ] AMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:00.237717] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMD.txt
[2025-12-23T20:16:00.237903] [INFO ] [sig       ] [159/3557] Completed AMD in 0.4s | 2.83 sym/s | Total: 56.2s | ETA: 20.0m
[2025-12-23T20:16:00.237946] [INFO ] [sig       ] [160/3557] Forecasting AMDL...
[2025-12-23T20:16:00.237978] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-23T20:16:00.238010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-23T20:16:00.250128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-23T20:16:00.250484] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-23T20:16:00.251305] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-23T20:16:00.251359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:00.251391] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:00.251418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:00.251473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:00.309721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:00.310518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:00.310951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:00.310994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:00.444977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:00.445139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:00.445179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:00.445207] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:00.449360] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-23T20:16:00.449724] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-23T20:16:00.449907] [INFO ] [sig       ] AMDL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:00.598876] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMDL.txt
[2025-12-23T20:16:00.599059] [INFO ] [sig       ] [160/3557] Completed AMDL in 0.4s | 2.83 sym/s | Total: 56.6s | ETA: 20.0m
[2025-12-23T20:16:00.599102] [INFO ] [sig       ] [161/3557] Forecasting AME...
[2025-12-23T20:16:00.599132] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-23T20:16:00.599164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-23T20:16:00.611982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-23T20:16:00.612363] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-23T20:16:00.613206] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-23T20:16:00.613261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:00.613293] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:00.613321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:00.613379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:00.676794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:00.677757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:00.677846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:00.677883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:00.800420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:00.800595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:00.800638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:00.800667] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:00.804048] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-12-23T20:16:00.804331] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-23T20:16:00.804465] [INFO ] [sig       ] AME: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:00.942643] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AME.txt
[2025-12-23T20:16:00.942779] [INFO ] [sig       ] [161/3557] Completed AME in 0.3s | 2.83 sym/s | Total: 56.9s | ETA: 20.0m
[2025-12-23T20:16:00.942817] [INFO ] [sig       ] [162/3557] Forecasting AMG...
[2025-12-23T20:16:00.942847] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-23T20:16:00.942904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-23T20:16:00.954595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-23T20:16:00.954912] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-23T20:16:00.955717] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-23T20:16:00.955770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:00.955802] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:00.955828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:00.955885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:01.013607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:01.014337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:01.014423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:01.014464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:01.140646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:01.140803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:01.140842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:01.140872] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:01.144848] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-23T20:16:01.145167] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-23T20:16:01.145319] [INFO ] [sig       ] AMG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:01.291802] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMG.txt
[2025-12-23T20:16:01.291966] [INFO ] [sig       ] [162/3557] Completed AMG in 0.3s | 2.83 sym/s | Total: 57.3s | ETA: 20.0m
[2025-12-23T20:16:01.292008] [INFO ] [sig       ] [163/3557] Forecasting AMGN...
[2025-12-23T20:16:01.292037] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-23T20:16:01.292067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-23T20:16:01.305029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-23T20:16:01.305411] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-23T20:16:01.306241] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-23T20:16:01.306298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:01.306369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:01.306398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:01.306632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:01.365114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:01.365892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:01.365976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:01.366008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:01.488198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:01.488375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:01.488417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:01.488447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:01.492621] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-23T20:16:01.493012] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-23T20:16:01.493213] [INFO ] [sig       ] AMGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:01.647466] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMGN.txt
[2025-12-23T20:16:01.647733] [INFO ] [sig       ] [163/3557] Completed AMGN in 0.4s | 2.83 sym/s | Total: 57.6s | ETA: 20.0m
[2025-12-23T20:16:01.647791] [INFO ] [sig       ] [164/3557] Forecasting AMH...
[2025-12-23T20:16:01.647823] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-23T20:16:01.647856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-23T20:16:01.660750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-23T20:16:01.661161] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-23T20:16:01.661989] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-23T20:16:01.662046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:01.662089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:01.662122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:01.662185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:01.724817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:01.725774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:01.725867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:01.725899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:01.858889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:01.859046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:01.859087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:01.859115] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:01.862674] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-23T20:16:01.862979] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-23T20:16:01.863126] [INFO ] [sig       ] AMH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:02.002346] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMH.txt
[2025-12-23T20:16:02.002515] [INFO ] [sig       ] [164/3557] Completed AMH in 0.4s | 2.83 sym/s | Total: 58.0s | ETA: 20.0m
[2025-12-23T20:16:02.002609] [INFO ] [sig       ] [165/3557] Forecasting AMLX...
[2025-12-23T20:16:02.002670] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-23T20:16:02.002709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-23T20:16:02.015167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-23T20:16:02.015544] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-23T20:16:02.016379] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-23T20:16:02.016434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:02.016468] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:02.016495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:02.016551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:02.084986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:02.085950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:02.086048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:02.086094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:02.213957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:02.214125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:02.214164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:02.214192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:02.218604] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-23T20:16:02.218983] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-23T20:16:02.219151] [INFO ] [sig       ] AMLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:02.378498] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMLX.txt
[2025-12-23T20:16:02.378667] [INFO ] [sig       ] [165/3557] Completed AMLX in 0.4s | 2.83 sym/s | Total: 58.4s | ETA: 20.0m
[2025-12-23T20:16:02.378710] [INFO ] [sig       ] [166/3557] Forecasting AMN...
[2025-12-23T20:16:02.378739] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-23T20:16:02.378770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-23T20:16:02.390813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-23T20:16:02.391142] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-23T20:16:02.391946] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-23T20:16:02.391998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:02.392029] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:02.392055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:02.392115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:02.449267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:02.450081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:02.450163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:02.450195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:02.576910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:02.577072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:02.577113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:02.577176] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:02.580913] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-23T20:16:02.581260] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-23T20:16:02.581408] [INFO ] [sig       ] AMN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:02.739204] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMN.txt
[2025-12-23T20:16:02.739439] [INFO ] [sig       ] [166/3557] Completed AMN in 0.4s | 2.83 sym/s | Total: 58.7s | ETA: 20.0m
[2025-12-23T20:16:02.739504] [INFO ] [sig       ] [167/3557] Forecasting AMP...
[2025-12-23T20:16:02.739546] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-23T20:16:02.739597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-23T20:16:02.752329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-23T20:16:02.752751] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-23T20:16:02.753603] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-23T20:16:02.753659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:02.753691] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:02.753718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:02.753774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:02.817113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:02.818109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:02.818224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:02.818262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:02.949639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:02.949845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:02.949903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:02.949934] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:02.954217] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-23T20:16:02.954758] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-23T20:16:02.954930] [INFO ] [sig       ] AMP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:03.113096] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMP.txt
[2025-12-23T20:16:03.113274] [INFO ] [sig       ] [167/3557] Completed AMP in 0.4s | 2.83 sym/s | Total: 59.1s | ETA: 20.0m
[2025-12-23T20:16:03.113318] [INFO ] [sig       ] [168/3557] Forecasting AMPG...
[2025-12-23T20:16:03.113350] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-23T20:16:03.113379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-23T20:16:03.125332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-23T20:16:03.125720] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-23T20:16:03.126540] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-23T20:16:03.126612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:03.126646] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:03.126673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:03.126730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:03.190313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:03.191217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:03.191301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:03.191334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:03.325829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:03.326009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:03.326063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:03.326097] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:03.329817] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-23T20:16:03.330150] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-23T20:16:03.330293] [INFO ] [sig       ] AMPG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:03.484878] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMPG.txt
[2025-12-23T20:16:03.485052] [INFO ] [sig       ] [168/3557] Completed AMPG in 0.4s | 2.83 sym/s | Total: 59.5s | ETA: 20.0m
[2025-12-23T20:16:03.485094] [INFO ] [sig       ] [169/3557] Forecasting AMPH...
[2025-12-23T20:16:03.485126] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-23T20:16:03.485171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-23T20:16:03.497659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-23T20:16:03.498015] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-23T20:16:03.498849] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-23T20:16:03.498904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:03.498936] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:03.498962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:03.499017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:03.559087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:03.560128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:03.560239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:03.560275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:03.694370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:03.694547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:03.694612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:03.694642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:03.698400] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-23T20:16:03.698750] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-23T20:16:03.698919] [INFO ] [sig       ] AMPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:03.843462] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMPH.txt
[2025-12-23T20:16:03.843628] [INFO ] [sig       ] [169/3557] Completed AMPH in 0.4s | 2.83 sym/s | Total: 59.8s | ETA: 20.0m
[2025-12-23T20:16:03.843670] [INFO ] [sig       ] [170/3557] Forecasting AMPL...
[2025-12-23T20:16:03.843700] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-23T20:16:03.843730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-23T20:16:03.855771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-23T20:16:03.856076] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-23T20:16:03.856864] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-23T20:16:03.856917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:03.856949] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:03.856975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:03.857031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:03.915434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:03.916291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:03.916376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:03.916408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:04.032661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:04.032818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:04.032859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:04.032888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:04.036250] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-23T20:16:04.036527] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-23T20:16:04.036679] [INFO ] [sig       ] AMPL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:04.173783] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMPL.txt
[2025-12-23T20:16:04.173934] [INFO ] [sig       ] [170/3557] Completed AMPL in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-23T20:16:04.173974] [INFO ] [sig       ] [171/3557] Forecasting AMPX...
[2025-12-23T20:16:04.174006] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-23T20:16:04.174036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-23T20:16:04.187286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-23T20:16:04.187848] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-23T20:16:04.188644] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-23T20:16:04.188709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:04.188741] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:04.188767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:04.188823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:04.247460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:04.248430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:04.248514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:04.248548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:04.370778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:04.370940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:04.370981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:04.371010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:04.374550] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-12-23T20:16:04.374857] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-23T20:16:04.374991] [INFO ] [sig       ] AMPX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:04.527190] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMPX.txt
[2025-12-23T20:16:04.527368] [INFO ] [sig       ] [171/3557] Completed AMPX in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-23T20:16:04.527411] [INFO ] [sig       ] [172/3557] Forecasting AMRC...
[2025-12-23T20:16:04.527442] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-23T20:16:04.527482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-23T20:16:04.540534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-23T20:16:04.541022] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-23T20:16:04.542032] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-23T20:16:04.542093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:04.542130] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:04.542161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:04.542235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:04.600550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:04.601488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:04.601598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:04.601635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:04.725290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:04.725450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:04.725491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:04.725520] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:04.728996] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-23T20:16:04.729307] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-23T20:16:04.729443] [INFO ] [sig       ] AMRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:04.869525] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMRC.txt
[2025-12-23T20:16:04.869678] [INFO ] [sig       ] [172/3557] Completed AMRC in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-23T20:16:04.869720] [INFO ] [sig       ] [173/3557] Forecasting AMRN...
[2025-12-23T20:16:04.869749] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-23T20:16:04.869780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-23T20:16:04.883449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-23T20:16:04.883920] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-23T20:16:04.884843] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-23T20:16:04.884923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:04.884978] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:04.885017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:04.885090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:04.944829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:04.945979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:04.946111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:04.946160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:05.072556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:05.072741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:05.072783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:05.072813] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:05.076472] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-12-23T20:16:05.076860] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-23T20:16:05.077041] [INFO ] [sig       ] AMRN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:05.223081] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMRN.txt
[2025-12-23T20:16:05.223223] [INFO ] [sig       ] [173/3557] Completed AMRN in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-23T20:16:05.223264] [INFO ] [sig       ] [174/3557] Forecasting AMRX...
[2025-12-23T20:16:05.223294] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-23T20:16:05.223327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-23T20:16:05.235971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-23T20:16:05.236373] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-23T20:16:05.237196] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-23T20:16:05.237249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:05.237282] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:05.237308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:05.237364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:05.299506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:05.300466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:05.300551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:05.300603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:05.422619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:05.422780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:05.422820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:05.422849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:05.426334] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-23T20:16:05.426658] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-23T20:16:05.426797] [INFO ] [sig       ] AMRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:05.567399] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMRX.txt
[2025-12-23T20:16:05.567562] [INFO ] [sig       ] [174/3557] Completed AMRX in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-23T20:16:05.567645] [INFO ] [sig       ] [175/3557] Forecasting AMSC...
[2025-12-23T20:16:05.567699] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-23T20:16:05.567732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-23T20:16:05.580974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-23T20:16:05.581254] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-23T20:16:05.582072] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-23T20:16:05.582125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:05.582156] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:05.582182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:05.582239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:05.640396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:05.641279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:05.641363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:05.641395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:05.765987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:05.766134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:05.766173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:05.766202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:05.770045] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-23T20:16:05.770332] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-23T20:16:05.770540] [INFO ] [sig       ] AMSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:05.925386] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMSC.txt
[2025-12-23T20:16:05.925591] [INFO ] [sig       ] [175/3557] Completed AMSC in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-23T20:16:05.925653] [INFO ] [sig       ] [176/3557] Forecasting AMSF...
[2025-12-23T20:16:05.925693] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-23T20:16:05.925736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-23T20:16:05.936907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-23T20:16:05.937192] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-23T20:16:05.937984] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-23T20:16:05.938037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:05.938070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:05.938098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:05.938155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:06.002350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:06.003177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:06.003264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:06.003296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:06.131298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:06.131476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:06.131524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:06.131765] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:06.135395] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-23T20:16:06.135689] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-23T20:16:06.135843] [INFO ] [sig       ] AMSF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:06.272520] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMSF.txt
[2025-12-23T20:16:06.272717] [INFO ] [sig       ] [176/3557] Completed AMSF in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-23T20:16:06.272772] [INFO ] [sig       ] [177/3557] Forecasting AMTB...
[2025-12-23T20:16:06.272811] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-23T20:16:06.272852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-23T20:16:06.285347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-23T20:16:06.285925] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-23T20:16:06.286772] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-23T20:16:06.286826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:06.286858] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:06.286885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:06.286942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:06.345736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:06.346646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:06.346733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:06.346766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:06.477358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:06.477521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:06.477563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:06.477613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:06.481213] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-23T20:16:06.481521] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-23T20:16:06.481709] [INFO ] [sig       ] AMTB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:06.634541] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMTB.txt
[2025-12-23T20:16:06.634738] [INFO ] [sig       ] [177/3557] Completed AMTB in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-23T20:16:06.634787] [INFO ] [sig       ] [178/3557] Forecasting AMTX...
[2025-12-23T20:16:06.634831] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-23T20:16:06.634881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-23T20:16:06.650400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-23T20:16:06.650891] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-23T20:16:06.652337] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-23T20:16:06.652410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:06.652462] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:06.652509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:06.652821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:06.734930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:06.736045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:06.736134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:06.736168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:06.861620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:06.861798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:06.861855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:06.861885] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:06.865344] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-23T20:16:06.865672] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-23T20:16:06.865808] [INFO ] [sig       ] AMTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:07.007547] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMTX.txt
[2025-12-23T20:16:07.007747] [INFO ] [sig       ] [178/3557] Completed AMTX in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-23T20:16:07.007788] [INFO ] [sig       ] [179/3557] Forecasting AMWD...
[2025-12-23T20:16:07.007818] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-23T20:16:07.007849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-23T20:16:07.019907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-23T20:16:07.020301] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-23T20:16:07.021190] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-23T20:16:07.021256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:07.021291] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:07.021320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:07.021379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:07.081760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:07.082673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:07.082763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:07.082797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:07.208044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:07.208208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:07.208250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:07.208281] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:07.211961] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-23T20:16:07.212261] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-23T20:16:07.212419] [INFO ] [sig       ] AMWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:07.374253] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMWD.txt
[2025-12-23T20:16:07.374450] [INFO ] [sig       ] [179/3557] Completed AMWD in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:07.374498] [INFO ] [sig       ] [180/3557] Forecasting AMWL...
[2025-12-23T20:16:07.374536] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-23T20:16:07.374591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-23T20:16:07.387067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-23T20:16:07.387433] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-23T20:16:07.388238] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-23T20:16:07.388291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:07.388351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:07.388379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:07.388436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:07.445357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:07.446233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:07.446316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:07.446349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:07.572404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:07.572567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:07.572627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:07.572657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:07.576236] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-23T20:16:07.576540] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-23T20:16:07.576702] [INFO ] [sig       ] AMWL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:07.721263] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMWL.txt
[2025-12-23T20:16:07.721411] [INFO ] [sig       ] [180/3557] Completed AMWL in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:07.721455] [INFO ] [sig       ] [181/3557] Forecasting AMX...
[2025-12-23T20:16:07.721485] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-23T20:16:07.721514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-23T20:16:07.734392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-23T20:16:07.734790] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-23T20:16:07.735589] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-23T20:16:07.735643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:07.735674] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:07.735702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:07.735761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:07.793867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:07.794637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:07.794717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:07.794749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:07.916951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:07.917112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:07.917151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:07.917180] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:07.920661] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-23T20:16:07.920944] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-23T20:16:07.921079] [INFO ] [sig       ] AMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:08.073266] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMX.txt
[2025-12-23T20:16:08.073433] [INFO ] [sig       ] [181/3557] Completed AMX in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:08.073481] [INFO ] [sig       ] [182/3557] Forecasting AMZD...
[2025-12-23T20:16:08.073518] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-23T20:16:08.073549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-23T20:16:08.085695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-23T20:16:08.086065] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-23T20:16:08.086881] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-23T20:16:08.086933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:08.086977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:08.087004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:08.087060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:08.147298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:08.148177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:08.148268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:08.148312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:08.273871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:08.274027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:08.274066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:08.274094] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:08.277665] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-23T20:16:08.277957] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-23T20:16:08.278089] [INFO ] [sig       ] AMZD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:08.426791] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AMZD.txt
[2025-12-23T20:16:08.426936] [INFO ] [sig       ] [182/3557] Completed AMZD in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:08.426976] [INFO ] [sig       ] [183/3557] Forecasting AMZN...
[2025-12-23T20:16:08.427005] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-23T20:16:08.427034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-23T20:16:08.439687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-23T20:16:08.440044] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-23T20:16:08.440919] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-23T20:16:08.440974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:08.441010] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:08.441050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:08.441111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:08.502609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:08.503355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:08.503435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:08.503467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:08.633458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:08.633640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:08.633681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:08.633738] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:08.637301] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-23T20:16:08.637608] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-23T20:16:08.637744] [INFO ] [sig       ] AMZN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:08.783126] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMZN.txt
[2025-12-23T20:16:08.783289] [INFO ] [sig       ] [183/3557] Completed AMZN in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:08.783332] [INFO ] [sig       ] [184/3557] Forecasting AMZZ...
[2025-12-23T20:16:08.783365] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-23T20:16:08.783402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-23T20:16:08.795771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-23T20:16:08.796165] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-23T20:16:08.797041] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-23T20:16:08.797095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:08.797128] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:08.797155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:08.797210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:08.857298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:08.858105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:08.858188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:08.858222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:08.986609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:08.986764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:08.986804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:08.986833] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:08.990479] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-23T20:16:08.990797] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-23T20:16:08.990932] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:09.136421] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AMZZ.txt
[2025-12-23T20:16:09.136595] [INFO ] [sig       ] [184/3557] Completed AMZZ in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:09.136641] [INFO ] [sig       ] [185/3557] Forecasting AN...
[2025-12-23T20:16:09.136674] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-23T20:16:09.136717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-23T20:16:09.148749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-23T20:16:09.149074] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-23T20:16:09.149941] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-23T20:16:09.149996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:09.150027] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:09.150055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:09.150132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:09.210434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:09.211255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:09.211336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:09.211368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:09.340802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:09.340968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:09.341017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:09.341060] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:09.344746] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-23T20:16:09.345046] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-23T20:16:09.345196] [INFO ] [sig       ] AN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:09.491596] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AN.txt
[2025-12-23T20:16:09.491756] [INFO ] [sig       ] [185/3557] Completed AN in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:09.491797] [INFO ] [sig       ] [186/3557] Forecasting ANAB...
[2025-12-23T20:16:09.491832] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-23T20:16:09.491866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-23T20:16:09.504062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-23T20:16:09.504447] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-23T20:16:09.505366] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-23T20:16:09.505422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:09.505454] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:09.505480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:09.505540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:09.569386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:09.570232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:09.570316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:09.570348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:09.691300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:09.691457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:09.691496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:09.691525] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:09.695107] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-23T20:16:09.695378] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-23T20:16:09.695509] [INFO ] [sig       ] ANAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:09.835220] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANAB.txt
[2025-12-23T20:16:09.835391] [INFO ] [sig       ] [186/3557] Completed ANAB in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:09.835431] [INFO ] [sig       ] [187/3557] Forecasting ANDE...
[2025-12-23T20:16:09.835462] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-23T20:16:09.835495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-23T20:16:09.852245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-23T20:16:09.852796] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-23T20:16:09.854017] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-23T20:16:09.854095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:09.854149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:09.854197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:09.854292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:09.926362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:09.927266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:09.927356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:09.927389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:10.062231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:10.062446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:10.062507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:10.062553] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:10.068716] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-23T20:16:10.069191] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-23T20:16:10.069393] [INFO ] [sig       ] ANDE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:10.216010] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANDE.txt
[2025-12-23T20:16:10.216182] [INFO ] [sig       ] [187/3557] Completed ANDE in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:10.216224] [INFO ] [sig       ] [188/3557] Forecasting ANF...
[2025-12-23T20:16:10.216255] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-23T20:16:10.216285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-23T20:16:10.228154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-23T20:16:10.228472] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-23T20:16:10.229299] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-23T20:16:10.229353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:10.229385] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:10.229411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:10.229471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:10.289654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:10.290536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:10.290638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:10.290673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:10.413023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:10.413184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:10.413224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:10.413253] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:10.417259] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-12-23T20:16:10.417566] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-23T20:16:10.417915] [INFO ] [sig       ] ANF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:10.560408] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANF.txt
[2025-12-23T20:16:10.560566] [INFO ] [sig       ] [188/3557] Completed ANF in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:10.560629] [INFO ] [sig       ] [189/3557] Forecasting ANGI...
[2025-12-23T20:16:10.560662] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-23T20:16:10.560693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-23T20:16:10.573040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-23T20:16:10.573367] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-23T20:16:10.574235] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-23T20:16:10.574290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:10.574323] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:10.574350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:10.574407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:10.634798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:10.635598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:10.635679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:10.635712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:10.759804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:10.759931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:10.759972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:10.760010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:10.763500] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-23T20:16:10.763815] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-23T20:16:10.763954] [INFO ] [sig       ] ANGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:10.909806] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANGI.txt
[2025-12-23T20:16:10.909970] [INFO ] [sig       ] [189/3557] Completed ANGI in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:10.910010] [INFO ] [sig       ] [190/3557] Forecasting ANGL...
[2025-12-23T20:16:10.910039] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-23T20:16:10.910068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-23T20:16:10.921714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-23T20:16:10.922091] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-23T20:16:10.922902] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-23T20:16:10.922954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:10.922985] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:10.923012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:10.923068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:10.979458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:10.980172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:10.980336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:10.980383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:11.106343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:11.106503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:11.106543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:11.106591] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:11.110313] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-23T20:16:11.110712] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-23T20:16:11.110867] [INFO ] [sig       ] ANGL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:11.256401] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ANGL.txt
[2025-12-23T20:16:11.256546] [INFO ] [sig       ] [190/3557] Completed ANGL in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:11.256791] [INFO ] [sig       ] [191/3557] Forecasting ANGO...
[2025-12-23T20:16:11.256825] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-23T20:16:11.256855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-23T20:16:11.270164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-23T20:16:11.270506] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-23T20:16:11.271797] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-23T20:16:11.271852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:11.271883] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:11.271909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:11.271966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:11.334356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:11.335680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:11.335936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:11.336006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:11.465565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:11.465720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:11.465762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:11.465791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:11.469254] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-23T20:16:11.469534] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-23T20:16:11.469704] [INFO ] [sig       ] ANGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:11.608874] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ANGO.txt
[2025-12-23T20:16:11.609013] [INFO ] [sig       ] [191/3557] Completed ANGO in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-23T20:16:11.609052] [INFO ] [sig       ] [192/3557] Forecasting ANIK...
[2025-12-23T20:16:11.609082] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-23T20:16:11.609113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-23T20:16:11.620685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-23T20:16:11.621013] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-23T20:16:11.621832] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-23T20:16:11.621885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:11.621918] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:11.621945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:11.622004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:11.679540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:11.680196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:11.680276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:11.680310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:11.802550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:11.802720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:11.802760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:11.802789] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:11.806514] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2025-12-23T20:16:11.806840] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-23T20:16:11.806975] [INFO ] [sig       ] ANIK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:11.954092] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANIK.txt
[2025-12-23T20:16:11.954274] [INFO ] [sig       ] [192/3557] Completed ANIK in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-23T20:16:11.954322] [INFO ] [sig       ] [193/3557] Forecasting ANIP...
[2025-12-23T20:16:11.954356] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-23T20:16:11.954388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-23T20:16:11.967153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-23T20:16:11.967483] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-23T20:16:11.968335] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-23T20:16:11.968390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:11.968424] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:11.968461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:11.968520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:12.031094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:12.031964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:12.032046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:12.032079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:12.159864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:12.160045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:12.160105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:12.160152] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:12.164846] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-23T20:16:12.165250] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-23T20:16:12.165427] [INFO ] [sig       ] ANIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:12.320279] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANIP.txt
[2025-12-23T20:16:12.320504] [INFO ] [sig       ] [193/3557] Completed ANIP in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-23T20:16:12.320553] [INFO ] [sig       ] [194/3557] Forecasting ANIX...
[2025-12-23T20:16:12.320610] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-23T20:16:12.320649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-23T20:16:12.331877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-23T20:16:12.332185] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-23T20:16:12.332997] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-23T20:16:12.333078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:12.333110] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:12.333137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:12.333193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:12.390078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:12.390896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:12.390998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:12.391033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:12.514370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:12.514534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:12.514594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:12.514627] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:12.518479] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-12-23T20:16:12.518879] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-23T20:16:12.519051] [INFO ] [sig       ] ANIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:12.663566] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ANIX.txt
[2025-12-23T20:16:12.663759] [INFO ] [sig       ] [194/3557] Completed ANIX in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-23T20:16:12.663801] [INFO ] [sig       ] [195/3557] Forecasting ANNX...
[2025-12-23T20:16:12.663831] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-23T20:16:12.663862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-23T20:16:12.675324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-23T20:16:12.675732] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-23T20:16:12.676531] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-23T20:16:12.676607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:12.676640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:12.676668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:12.676724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:12.734262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:12.735177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:12.735265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:12.735297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:12.860137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:12.860300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:12.860341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:12.860370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:12.863855] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-23T20:16:12.864135] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-23T20:16:12.864264] [INFO ] [sig       ] ANNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:13.007276] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANNX.txt
[2025-12-23T20:16:13.007440] [INFO ] [sig       ] [195/3557] Completed ANNX in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-23T20:16:13.007481] [INFO ] [sig       ] [196/3557] Forecasting ANTX...
[2025-12-23T20:16:13.007514] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-23T20:16:13.007544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-23T20:16:13.019826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-23T20:16:13.020135] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-23T20:16:13.021148] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-23T20:16:13.021201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:13.021233] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:13.021260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:13.021317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:13.081204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:13.082036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:13.082122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:13.082154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:13.203911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:13.204079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:13.204133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:13.204167] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:13.207784] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-23T20:16:13.208103] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-23T20:16:13.208253] [INFO ] [sig       ] ANTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:13.353635] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANTX.txt
[2025-12-23T20:16:13.353769] [INFO ] [sig       ] [196/3557] Completed ANTX in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:13.353817] [INFO ] [sig       ] [197/3557] Forecasting ANVS...
[2025-12-23T20:16:13.353851] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-23T20:16:13.353889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-23T20:16:13.365167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-23T20:16:13.365461] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-23T20:16:13.366257] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-23T20:16:13.366309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:13.366374] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:13.366401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:13.366457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:13.424305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:13.425022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:13.425101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:13.425134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:13.545402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:13.545527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:13.545566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:13.545615] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:13.548950] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-23T20:16:13.549256] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-23T20:16:13.549389] [INFO ] [sig       ] ANVS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:13.688162] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ANVS.txt
[2025-12-23T20:16:13.688296] [INFO ] [sig       ] [197/3557] Completed ANVS in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:13.688336] [INFO ] [sig       ] [198/3557] Forecasting AOD...
[2025-12-23T20:16:13.688366] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-23T20:16:13.688397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-23T20:16:13.701710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-23T20:16:13.702002] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-23T20:16:13.702820] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-23T20:16:13.702873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:13.702906] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:13.702934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:13.703001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:13.760127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:13.760769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:13.760848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:13.760880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:13.884460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:13.884625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:13.884678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:13.884711] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:13.888311] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-23T20:16:13.888639] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-23T20:16:13.888773] [INFO ] [sig       ] AOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:14.027148] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AOD.txt
[2025-12-23T20:16:14.027291] [INFO ] [sig       ] [198/3557] Completed AOD in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:14.027331] [INFO ] [sig       ] [199/3557] Forecasting AOHY...
[2025-12-23T20:16:14.027360] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-23T20:16:14.027389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-23T20:16:14.040544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-23T20:16:14.040905] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-23T20:16:14.041708] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-23T20:16:14.041762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:14.041794] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:14.041820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:14.041876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:14.097798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:14.098415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:14.098491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:14.098523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:14.214856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:14.214992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:14.215039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:14.215075] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:14.218670] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-23T20:16:14.218955] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-23T20:16:14.219085] [INFO ] [sig       ] AOHY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:14.358558] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AOHY.txt
[2025-12-23T20:16:14.358705] [INFO ] [sig       ] [199/3557] Completed AOHY in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:14.358745] [INFO ] [sig       ] [200/3557] Forecasting AON...
[2025-12-23T20:16:14.358775] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-23T20:16:14.358805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-23T20:16:14.370361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-23T20:16:14.370674] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-23T20:16:14.371445] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-23T20:16:14.371497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:14.371529] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:14.371555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:14.371628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:14.429842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:14.430490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:14.430568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:14.430621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:14.556821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:14.556939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:14.556976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:14.557036] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:14.560464] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-23T20:16:14.560790] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-23T20:16:14.560933] [INFO ] [sig       ] AON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:14.703331] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AON.txt
[2025-12-23T20:16:14.703480] [INFO ] [sig       ] [200/3557] Completed AON in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:14.703521] [INFO ] [sig       ] [201/3557] Forecasting AOS...
[2025-12-23T20:16:14.703553] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-23T20:16:14.703602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-23T20:16:14.715123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-23T20:16:14.715420] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-23T20:16:14.716278] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-23T20:16:14.716333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:14.716365] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:14.716392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:14.716449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:14.775836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:14.776497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:14.776597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:14.776634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:14.896775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:14.896902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:14.896942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:14.896971] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:14.900440] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-23T20:16:14.900738] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-23T20:16:14.900870] [INFO ] [sig       ] AOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:15.041316] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AOS.txt
[2025-12-23T20:16:15.041448] [INFO ] [sig       ] [201/3557] Completed AOS in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:15.041487] [INFO ] [sig       ] [202/3557] Forecasting AOSL...
[2025-12-23T20:16:15.041521] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-23T20:16:15.041560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-23T20:16:15.053407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-23T20:16:15.053723] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-23T20:16:15.054915] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-23T20:16:15.054966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:15.054996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:15.055022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:15.055078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:15.113660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:15.114437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:15.114512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:15.114543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:15.235116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:15.235273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:15.235311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:15.235340] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:15.239289] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=50.59%)
[2025-12-23T20:16:15.239563] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-23T20:16:15.239721] [INFO ] [sig       ] AOSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:15.381642] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AOSL.txt
[2025-12-23T20:16:15.381955] [INFO ] [sig       ] [202/3557] Completed AOSL in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-23T20:16:15.381993] [INFO ] [sig       ] [203/3557] Forecasting AP...
[2025-12-23T20:16:15.382022] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-23T20:16:15.382051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-23T20:16:15.392619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-23T20:16:15.392929] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-23T20:16:15.393732] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-23T20:16:15.393785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:15.393816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:15.393842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:15.393898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:15.450820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:15.451419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:15.451497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:15.451528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:15.568713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:15.568829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:15.568865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:15.568892] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:15.572274] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-23T20:16:15.572544] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-23T20:16:15.572687] [INFO ] [sig       ] AP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:15.711833] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AP.txt
[2025-12-23T20:16:15.711997] [INFO ] [sig       ] [203/3557] Completed AP in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:15.712038] [INFO ] [sig       ] [204/3557] Forecasting APA...
[2025-12-23T20:16:15.712069] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-23T20:16:15.712099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-23T20:16:15.723352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-23T20:16:15.723706] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-23T20:16:15.724482] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-23T20:16:15.724534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:15.724566] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:15.724615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:15.724672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:15.784628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:15.785485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:15.785566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:15.785619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:15.908021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:15.908182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:15.908222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:15.908274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:15.911702] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-23T20:16:15.911979] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-23T20:16:15.912111] [INFO ] [sig       ] APA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:16.051915] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APA.txt
[2025-12-23T20:16:16.052085] [INFO ] [sig       ] [204/3557] Completed APA in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:16.052126] [INFO ] [sig       ] [205/3557] Forecasting APAM...
[2025-12-23T20:16:16.052157] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-23T20:16:16.052187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-23T20:16:16.063938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-23T20:16:16.064278] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-23T20:16:16.065101] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-23T20:16:16.065154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:16.065186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:16.065212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:16.065269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:16.121020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:16.121889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:16.121970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:16.122002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:16.238958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:16.239114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:16.239154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:16.239181] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:16.242628] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-23T20:16:16.242919] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-23T20:16:16.243052] [INFO ] [sig       ] APAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:16.381668] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APAM.txt
[2025-12-23T20:16:16.381840] [INFO ] [sig       ] [205/3557] Completed APAM in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:16.381880] [INFO ] [sig       ] [206/3557] Forecasting APD...
[2025-12-23T20:16:16.381911] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-23T20:16:16.381940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-23T20:16:16.393391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-23T20:16:16.393817] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-23T20:16:16.394636] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-23T20:16:16.394700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:16.394750] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:16.394783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:16.394844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:16.452404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:16.453275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:16.453355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:16.453388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:16.580150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:16.580325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:16.580371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:16.580400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:16.583897] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-23T20:16:16.584172] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-23T20:16:16.584307] [INFO ] [sig       ] APD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:16.722463] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APD.txt
[2025-12-23T20:16:16.722643] [INFO ] [sig       ] [206/3557] Completed APD in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:16.722686] [INFO ] [sig       ] [207/3557] Forecasting APEI...
[2025-12-23T20:16:16.722717] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-23T20:16:16.722747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-23T20:16:16.734645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-23T20:16:16.734988] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-23T20:16:16.735801] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-23T20:16:16.735853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:16.735884] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:16.735912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:16.735967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:16.792784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:16.793652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:16.793763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:16.793796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:16.910540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:16.910724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:16.910769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:16.910798] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:16.914228] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-23T20:16:16.914504] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-23T20:16:16.914663] [INFO ] [sig       ] APEI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:17.052041] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APEI.txt
[2025-12-23T20:16:17.052201] [INFO ] [sig       ] [207/3557] Completed APEI in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:17.052241] [INFO ] [sig       ] [208/3557] Forecasting APG...
[2025-12-23T20:16:17.052272] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-23T20:16:17.052304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-23T20:16:17.063879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-23T20:16:17.064276] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-23T20:16:17.065126] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-23T20:16:17.065180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:17.065212] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:17.065238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:17.065294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:17.122208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:17.123106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:17.123189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:17.123222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:17.244654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:17.244810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:17.244850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:17.244878] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:17.248224] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-12-23T20:16:17.248497] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-23T20:16:17.248640] [INFO ] [sig       ] APG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:17.393361] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APG.txt
[2025-12-23T20:16:17.393524] [INFO ] [sig       ] [208/3557] Completed APG in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:17.393564] [INFO ] [sig       ] [209/3557] Forecasting APGE...
[2025-12-23T20:16:17.393614] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-23T20:16:17.393663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-23T20:16:17.405450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-23T20:16:17.405828] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-23T20:16:17.406641] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-23T20:16:17.406694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:17.406727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:17.406753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:17.406809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:17.464418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:17.465300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:17.465390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:17.465424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:17.586666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:17.586822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:17.586863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:17.586890] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:17.590404] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-23T20:16:17.590729] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-23T20:16:17.590867] [INFO ] [sig       ] APGE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:17.730039] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APGE.txt
[2025-12-23T20:16:17.730181] [INFO ] [sig       ] [209/3557] Completed APGE in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:17.730226] [INFO ] [sig       ] [210/3557] Forecasting APH...
[2025-12-23T20:16:17.730257] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-23T20:16:17.730287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-23T20:16:17.742098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-23T20:16:17.742438] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-23T20:16:17.743430] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-23T20:16:17.743483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:17.743516] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:17.743542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:17.743615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:17.803954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:17.804720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:17.804802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:17.804833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:17.929328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:17.929485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:17.929524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:17.929553] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:17.932942] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-23T20:16:17.933221] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-23T20:16:17.933349] [INFO ] [sig       ] APH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:18.075378] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APH.txt
[2025-12-23T20:16:18.075532] [INFO ] [sig       ] [210/3557] Completed APH in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:18.075589] [INFO ] [sig       ] [211/3557] Forecasting API...
[2025-12-23T20:16:18.075622] [INFO ] [sig       ] Generating forecast for: API
[2025-12-23T20:16:18.075655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-23T20:16:18.086731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-23T20:16:18.087011] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-23T20:16:18.087820] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-23T20:16:18.087872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:18.087903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:18.087930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:18.087985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:18.147895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:18.148634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:18.148722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:18.148755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:18.266978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:18.267127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:18.267165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:18.267194] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:18.270732] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-23T20:16:18.271008] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-23T20:16:18.271171] [INFO ] [sig       ] API: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:18.410187] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/API.txt
[2025-12-23T20:16:18.410328] [INFO ] [sig       ] [211/3557] Completed API in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-23T20:16:18.410369] [INFO ] [sig       ] [212/3557] Forecasting APLD...
[2025-12-23T20:16:18.410399] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-23T20:16:18.410429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-23T20:16:18.421963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-23T20:16:18.422261] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-23T20:16:18.423102] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-23T20:16:18.423156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:18.423188] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:18.423214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:18.423269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:18.479849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:18.480457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:18.480534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:18.480567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:18.600070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:18.600186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:18.600226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:18.600258] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:18.603686] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-23T20:16:18.603985] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-23T20:16:18.604147] [INFO ] [sig       ] APLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:18.741890] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APLD.txt
[2025-12-23T20:16:18.742015] [INFO ] [sig       ] [212/3557] Completed APLD in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-23T20:16:18.742054] [INFO ] [sig       ] [213/3557] Forecasting APLE...
[2025-12-23T20:16:18.742083] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-23T20:16:18.742112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-23T20:16:18.754149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-23T20:16:18.754454] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-23T20:16:18.755284] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-23T20:16:18.755338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:18.755372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:18.755400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:18.755458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:18.814191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:18.814841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:18.814918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:18.814951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:18.937780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:18.937954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:18.937993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:18.938039] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:18.941862] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-23T20:16:18.942152] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-23T20:16:18.942289] [INFO ] [sig       ] APLE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:19.081536] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APLE.txt
[2025-12-23T20:16:19.081675] [INFO ] [sig       ] [213/3557] Completed APLE in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:19.081715] [INFO ] [sig       ] [214/3557] Forecasting APLS...
[2025-12-23T20:16:19.081743] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-23T20:16:19.081773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-23T20:16:19.093705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-23T20:16:19.094017] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-23T20:16:19.094872] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-23T20:16:19.094927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:19.094986] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:19.095015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:19.095073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:19.153118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:19.153786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:19.153865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:19.153898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:19.279779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:19.279938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:19.279977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:19.280006] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:19.283407] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-23T20:16:19.283707] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-23T20:16:19.283839] [INFO ] [sig       ] APLS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:19.422286] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APLS.txt
[2025-12-23T20:16:19.422412] [INFO ] [sig       ] [214/3557] Completed APLS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:19.422451] [INFO ] [sig       ] [215/3557] Forecasting APM...
[2025-12-23T20:16:19.422480] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-23T20:16:19.422510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-23T20:16:19.434315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-23T20:16:19.434663] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-23T20:16:19.435468] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-23T20:16:19.435521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:19.435553] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:19.435596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:19.435658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:19.492087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:19.492715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:19.492804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:19.492836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:19.605694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:19.605821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:19.605860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:19.605888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:19.609242] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-23T20:16:19.609523] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-23T20:16:19.609674] [INFO ] [sig       ] APM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:19.751055] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APM.txt
[2025-12-23T20:16:19.751190] [INFO ] [sig       ] [215/3557] Completed APM in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:19.751230] [INFO ] [sig       ] [216/3557] Forecasting APO...
[2025-12-23T20:16:19.751261] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-23T20:16:19.751290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-23T20:16:19.766557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-23T20:16:19.767055] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-23T20:16:19.768109] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-23T20:16:19.768175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:19.768218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:19.768257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:19.768335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:19.832632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:19.833534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:19.833637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:19.833671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:19.957094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:19.957251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:19.957291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:19.957318] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:19.960742] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-23T20:16:19.961021] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-23T20:16:19.961153] [INFO ] [sig       ] APO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:20.103163] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APO.txt
[2025-12-23T20:16:20.103322] [INFO ] [sig       ] [216/3557] Completed APO in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:20.103364] [INFO ] [sig       ] [217/3557] Forecasting APOG...
[2025-12-23T20:16:20.103394] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-23T20:16:20.103424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-23T20:16:20.115291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-23T20:16:20.115595] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-23T20:16:20.116376] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-23T20:16:20.116430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:20.116461] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:20.116497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:20.116554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:20.172405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:20.173189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:20.173272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:20.173304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:20.291118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:20.291260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:20.291299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:20.291359] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:20.294786] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-23T20:16:20.295063] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-23T20:16:20.295192] [INFO ] [sig       ] APOG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:20.432195] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APOG.txt
[2025-12-23T20:16:20.432329] [INFO ] [sig       ] [217/3557] Completed APOG in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:20.432368] [INFO ] [sig       ] [218/3557] Forecasting APP...
[2025-12-23T20:16:20.432397] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-23T20:16:20.432426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-23T20:16:20.443968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-23T20:16:20.444309] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-23T20:16:20.445110] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-23T20:16:20.445163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:20.445195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:20.445221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:20.445276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:20.500872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:20.501746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:20.501832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:20.501865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:20.619181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:20.619357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:20.619399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:20.619428] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:20.622895] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-12-23T20:16:20.623172] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-23T20:16:20.623300] [INFO ] [sig       ] APP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:20.763111] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APP.txt
[2025-12-23T20:16:20.763271] [INFO ] [sig       ] [218/3557] Completed APP in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:20.763310] [INFO ] [sig       ] [219/3557] Forecasting APPF...
[2025-12-23T20:16:20.763341] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-23T20:16:20.763370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-23T20:16:20.778736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-23T20:16:20.779089] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-23T20:16:20.779986] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-23T20:16:20.780048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:20.780082] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:20.780108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:20.780165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:20.838264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:20.839231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:20.839326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:20.839362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:20.959643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:20.959824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:20.959865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:20.959894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:20.963298] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-23T20:16:20.963597] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-23T20:16:20.963735] [INFO ] [sig       ] APPF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:21.101563] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APPF.txt
[2025-12-23T20:16:21.101729] [INFO ] [sig       ] [219/3557] Completed APPF in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:21.101770] [INFO ] [sig       ] [220/3557] Forecasting APPN...
[2025-12-23T20:16:21.101801] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-23T20:16:21.101832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-23T20:16:21.113633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-23T20:16:21.114014] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-23T20:16:21.114863] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-23T20:16:21.114917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:21.114950] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:21.114977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:21.115034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:21.172622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:21.173507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:21.173612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:21.173649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:21.295609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:21.295774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:21.295813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:21.295843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:21.299438] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-23T20:16:21.299765] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-23T20:16:21.299913] [INFO ] [sig       ] APPN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:21.444220] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APPN.txt
[2025-12-23T20:16:21.444384] [INFO ] [sig       ] [220/3557] Completed APPN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:21.444426] [INFO ] [sig       ] [221/3557] Forecasting APPS...
[2025-12-23T20:16:21.444459] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-23T20:16:21.444500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-23T20:16:21.456211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-23T20:16:21.456594] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-23T20:16:21.457391] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-23T20:16:21.457445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:21.457477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:21.457504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:21.457560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:21.515514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:21.516422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:21.516506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:21.516538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:21.643031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:21.643333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:21.643376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:21.643405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:21.647127] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-23T20:16:21.647448] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-23T20:16:21.647610] [INFO ] [sig       ] APPS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:21.806077] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APPS.txt
[2025-12-23T20:16:21.806246] [INFO ] [sig       ] [221/3557] Completed APPS in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:21.806309] [INFO ] [sig       ] [222/3557] Forecasting APVO...
[2025-12-23T20:16:21.806353] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-23T20:16:21.806385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-23T20:16:21.818484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-23T20:16:21.818907] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-23T20:16:21.819793] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-23T20:16:21.819847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:21.819879] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:21.819907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:21.820131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:21.879611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:21.880427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:21.880508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:21.880541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:21.994109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:21.994265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:21.994305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:21.994335] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:21.997817] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-23T20:16:21.998100] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-23T20:16:21.998234] [INFO ] [sig       ] APVO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:22.136217] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/APVO.txt
[2025-12-23T20:16:22.136388] [INFO ] [sig       ] [222/3557] Completed APVO in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-23T20:16:22.136429] [INFO ] [sig       ] [223/3557] Forecasting APYX...
[2025-12-23T20:16:22.136457] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-23T20:16:22.136488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-23T20:16:22.148255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-23T20:16:22.148739] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-23T20:16:22.149709] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-23T20:16:22.149771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:22.149803] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:22.149831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:22.149887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:22.206771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:22.207662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:22.207764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:22.207797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:22.321753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:22.321917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:22.321957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:22.321984] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:22.325531] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-23T20:16:22.325831] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-23T20:16:22.325965] [INFO ] [sig       ] APYX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:22.473388] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/APYX.txt
[2025-12-23T20:16:22.473583] [INFO ] [sig       ] [223/3557] Completed APYX in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:22.473629] [INFO ] [sig       ] [224/3557] Forecasting AQMS...
[2025-12-23T20:16:22.473660] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-23T20:16:22.473694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-23T20:16:22.486170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-23T20:16:22.486556] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-23T20:16:22.487541] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-23T20:16:22.487623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:22.487658] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:22.487686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:22.487743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:22.550707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:22.551740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:22.551867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:22.551901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:22.674319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:22.674475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:22.674517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:22.674547] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:22.678407] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-12-23T20:16:22.678710] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-23T20:16:22.678846] [INFO ] [sig       ] AQMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:22.829704] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AQMS.txt
[2025-12-23T20:16:22.829873] [INFO ] [sig       ] [224/3557] Completed AQMS in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:22.829914] [INFO ] [sig       ] [225/3557] Forecasting AQN...
[2025-12-23T20:16:22.829948] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-23T20:16:22.829979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-23T20:16:22.846466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-23T20:16:22.846884] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-23T20:16:22.847737] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-23T20:16:22.847791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:22.847823] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:22.847849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:22.847919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:22.912236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:22.913348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:22.913450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:22.913494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:23.040201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:23.040387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:23.040429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:23.040458] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:23.044110] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-23T20:16:23.044398] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-23T20:16:23.044533] [INFO ] [sig       ] AQN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:23.197861] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AQN.txt
[2025-12-23T20:16:23.198092] [INFO ] [sig       ] [225/3557] Completed AQN in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:23.198151] [INFO ] [sig       ] [226/3557] Forecasting AQNB...
[2025-12-23T20:16:23.198182] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-23T20:16:23.198214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-23T20:16:23.210658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-23T20:16:23.211051] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-23T20:16:23.211898] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-23T20:16:23.211965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:23.212013] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:23.212056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:23.212140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:23.282749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:23.283635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:23.283721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:23.283753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:23.396000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:23.396173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:23.396220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:23.396247] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:23.399671] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-12-23T20:16:23.399955] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-23T20:16:23.400090] [INFO ] [sig       ] AQNB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:23.540014] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AQNB.txt
[2025-12-23T20:16:23.540171] [INFO ] [sig       ] [226/3557] Completed AQNB in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:23.540210] [INFO ] [sig       ] [227/3557] Forecasting ARBB...
[2025-12-23T20:16:23.540241] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-23T20:16:23.540271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-23T20:16:23.552371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-23T20:16:23.552687] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-23T20:16:23.553469] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-23T20:16:23.553521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:23.553551] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:23.553597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:23.553656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:23.611748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:23.612532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:23.612632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:23.612666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:23.742804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:23.742964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:23.743004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:23.743035] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:23.746475] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-23T20:16:23.746804] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-23T20:16:23.746939] [INFO ] [sig       ] ARBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:23.887981] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARBB.txt
[2025-12-23T20:16:23.888172] [INFO ] [sig       ] [227/3557] Completed ARBB in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:23.888214] [INFO ] [sig       ] [228/3557] Forecasting ARBE...
[2025-12-23T20:16:23.888244] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-23T20:16:23.888275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-23T20:16:23.903908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-23T20:16:23.904356] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-23T20:16:23.905267] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-23T20:16:23.905322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:23.905365] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:23.905394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:23.905465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:23.963401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:23.964282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:23.964363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:23.964396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:24.099356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:24.099517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:24.099557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:24.099607] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:24.103060] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-23T20:16:24.103349] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-23T20:16:24.103481] [INFO ] [sig       ] ARBE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:24.250401] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARBE.txt
[2025-12-23T20:16:24.250786] [INFO ] [sig       ] [228/3557] Completed ARBE in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:24.250830] [INFO ] [sig       ] [229/3557] Forecasting ARCB...
[2025-12-23T20:16:24.250860] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-23T20:16:24.250890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-23T20:16:24.263460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-23T20:16:24.263872] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-23T20:16:24.264696] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-23T20:16:24.264751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:24.264784] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:24.264810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:24.264867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:24.321691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:24.322621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:24.322715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:24.322747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:24.450809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:24.450960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:24.450999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:24.451026] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:24.454376] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=39.75%)
[2025-12-23T20:16:24.454671] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-23T20:16:24.454801] [INFO ] [sig       ] ARCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:24.594811] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARCB.txt
[2025-12-23T20:16:24.594946] [INFO ] [sig       ] [229/3557] Completed ARCB in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:24.594986] [INFO ] [sig       ] [230/3557] Forecasting ARCC...
[2025-12-23T20:16:24.595014] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-23T20:16:24.595046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-23T20:16:24.607134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-23T20:16:24.607452] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-23T20:16:24.608473] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-23T20:16:24.608538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:24.608594] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:24.608631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:24.608691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:24.666833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:24.667737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:24.667823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:24.667858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:24.786610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:24.786759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:24.786797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:24.786826] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:24.790187] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-23T20:16:24.790454] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-23T20:16:24.790597] [INFO ] [sig       ] ARCC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:24.928832] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARCC.txt
[2025-12-23T20:16:24.929164] [INFO ] [sig       ] [230/3557] Completed ARCC in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-23T20:16:24.929204] [INFO ] [sig       ] [231/3557] Forecasting ARCO...
[2025-12-23T20:16:24.929260] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-23T20:16:24.929291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-23T20:16:24.940693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-23T20:16:24.941008] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-23T20:16:24.941795] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-23T20:16:24.941848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:24.941906] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:24.941934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:24.941991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:24.997667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:24.998325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:24.998402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:24.998435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:25.112400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:25.112553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:25.112619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:25.112650] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:25.116102] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-23T20:16:25.116369] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-23T20:16:25.116496] [INFO ] [sig       ] ARCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:25.256804] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARCO.txt
[2025-12-23T20:16:25.256939] [INFO ] [sig       ] [231/3557] Completed ARCO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:25.256979] [INFO ] [sig       ] [232/3557] Forecasting ARDC...
[2025-12-23T20:16:25.257008] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-23T20:16:25.257038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-23T20:16:25.268889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-23T20:16:25.269201] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-23T20:16:25.270047] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-23T20:16:25.270101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:25.270135] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:25.270163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:25.270221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:25.326775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:25.327413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:25.327490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:25.327522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:25.446355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:25.446527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:25.446584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:25.446616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:25.450097] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=66.27%)
[2025-12-23T20:16:25.450376] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-23T20:16:25.450502] [INFO ] [sig       ] ARDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:25.590559] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARDC.txt
[2025-12-23T20:16:25.590747] [INFO ] [sig       ] [232/3557] Completed ARDC in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:25.590787] [INFO ] [sig       ] [233/3557] Forecasting ARDX...
[2025-12-23T20:16:25.590818] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-23T20:16:25.590848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-23T20:16:25.605711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-23T20:16:25.606194] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-23T20:16:25.607395] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-23T20:16:25.607469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:25.607513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:25.607548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:25.607667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:25.672844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:25.673744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:25.673830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:25.673864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:25.794381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:25.794548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:25.794608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:25.794638] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:25.798224] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-23T20:16:25.798546] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-23T20:16:25.798710] [INFO ] [sig       ] ARDX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:25.947363] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARDX.txt
[2025-12-23T20:16:25.947528] [INFO ] [sig       ] [233/3557] Completed ARDX in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:25.947589] [INFO ] [sig       ] [234/3557] Forecasting ARE...
[2025-12-23T20:16:25.947624] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-23T20:16:25.947656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-23T20:16:25.959122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-23T20:16:25.959532] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-23T20:16:25.960325] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-23T20:16:25.960377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:25.960409] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:25.960436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:25.960491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:26.017414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:26.018260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:26.018342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:26.018375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:26.145791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:26.145972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:26.146014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:26.146079] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:26.149872] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-12-23T20:16:26.150194] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-23T20:16:26.150341] [INFO ] [sig       ] ARE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:26.300008] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARE.txt
[2025-12-23T20:16:26.300166] [INFO ] [sig       ] [234/3557] Completed ARE in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:26.300209] [INFO ] [sig       ] [235/3557] Forecasting AREC...
[2025-12-23T20:16:26.300239] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-23T20:16:26.300271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-23T20:16:26.312364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-23T20:16:26.312654] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-23T20:16:26.313420] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-23T20:16:26.313474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:26.313506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:26.313533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:26.313617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:26.371507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:26.372429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:26.372513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:26.372545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:26.495330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:26.495492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:26.495542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:26.495589] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:26.499105] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-23T20:16:26.499431] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-23T20:16:26.499599] [INFO ] [sig       ] AREC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:26.636403] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AREC.txt
[2025-12-23T20:16:26.636542] [INFO ] [sig       ] [235/3557] Completed AREC in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:26.636602] [INFO ] [sig       ] [236/3557] Forecasting ARES...
[2025-12-23T20:16:26.636634] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-23T20:16:26.636665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-23T20:16:26.649690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-23T20:16:26.650051] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-23T20:16:26.650883] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-23T20:16:26.650937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:26.650968] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:26.651001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:26.651069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:26.709609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:26.710493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:26.710595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:26.710629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:26.834623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:26.834787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:26.834830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:26.834862] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:26.838595] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-23T20:16:26.838905] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-23T20:16:26.839046] [INFO ] [sig       ] ARES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:26.979367] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARES.txt
[2025-12-23T20:16:26.979536] [INFO ] [sig       ] [236/3557] Completed ARES in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:26.979596] [INFO ] [sig       ] [237/3557] Forecasting ARGX...
[2025-12-23T20:16:26.979629] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-23T20:16:26.979662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-23T20:16:26.992227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-23T20:16:26.992599] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-23T20:16:26.993430] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-23T20:16:26.993485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:26.993517] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:26.993545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:26.993626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:27.053399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:27.054360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:27.054455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:27.054493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:27.182840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:27.183015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:27.183056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:27.183084] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:27.186713] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-23T20:16:27.186994] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-23T20:16:27.187123] [INFO ] [sig       ] ARGX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:27.336437] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARGX.txt
[2025-12-23T20:16:27.336751] [INFO ] [sig       ] [237/3557] Completed ARGX in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-23T20:16:27.336795] [INFO ] [sig       ] [238/3557] Forecasting ARHS...
[2025-12-23T20:16:27.336825] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-23T20:16:27.336861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-23T20:16:27.348989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-23T20:16:27.349444] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-23T20:16:27.350368] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-23T20:16:27.350424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:27.350457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:27.350484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:27.350541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:27.406148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:27.407012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:27.407094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:27.407127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:27.527403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:27.527561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:27.527621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:27.527651] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:27.531085] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-23T20:16:27.531390] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-23T20:16:27.531522] [INFO ] [sig       ] ARHS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:27.671935] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARHS.txt
[2025-12-23T20:16:27.672072] [INFO ] [sig       ] [238/3557] Completed ARHS in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:27.672112] [INFO ] [sig       ] [239/3557] Forecasting ARI...
[2025-12-23T20:16:27.672141] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-23T20:16:27.672171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-23T20:16:27.683951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-23T20:16:27.684338] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-23T20:16:27.685135] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-23T20:16:27.685189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:27.685221] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:27.685247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:27.685303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:27.741837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:27.742747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:27.742833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:27.742865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:27.870688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:27.870903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:27.870945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:27.870974] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:27.874568] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-23T20:16:27.874895] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-23T20:16:27.875037] [INFO ] [sig       ] ARI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:28.019615] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARI.txt
[2025-12-23T20:16:28.019778] [INFO ] [sig       ] [239/3557] Completed ARI in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:28.019818] [INFO ] [sig       ] [240/3557] Forecasting ARKO...
[2025-12-23T20:16:28.019848] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-23T20:16:28.019879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-23T20:16:28.031883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-23T20:16:28.032252] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-23T20:16:28.033083] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-23T20:16:28.033137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:28.033169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:28.033195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:28.033253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:28.090477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:28.091563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:28.091676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:28.091710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:28.211679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:28.211848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:28.211891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:28.211920] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:28.215313] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-12-23T20:16:28.215623] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-23T20:16:28.215776] [INFO ] [sig       ] ARKO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:28.360535] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARKO.txt
[2025-12-23T20:16:28.360725] [INFO ] [sig       ] [240/3557] Completed ARKO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:28.360765] [INFO ] [sig       ] [241/3557] Forecasting ARLO...
[2025-12-23T20:16:28.360795] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-23T20:16:28.360824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-23T20:16:28.373303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-23T20:16:28.373684] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-23T20:16:28.374450] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-23T20:16:28.374507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:28.374550] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:28.374599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:28.374658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:28.430912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:28.431811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:28.431933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:28.431968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:28.553955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:28.554113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:28.554154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:28.554182] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:28.557643] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-12-23T20:16:28.557936] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-23T20:16:28.558068] [INFO ] [sig       ] ARLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:28.705817] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARLO.txt
[2025-12-23T20:16:28.705981] [INFO ] [sig       ] [241/3557] Completed ARLO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:28.706031] [INFO ] [sig       ] [242/3557] Forecasting ARLP...
[2025-12-23T20:16:28.706064] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-23T20:16:28.706093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-23T20:16:28.718988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-23T20:16:28.719429] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-23T20:16:28.720260] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-23T20:16:28.720315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:28.720348] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:28.720376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:28.720432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:28.778103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:28.779002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:28.779089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:28.779123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:28.901255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:28.901419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:28.901464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:28.901494] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:28.904962] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=55.77%)
[2025-12-23T20:16:28.905335] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-23T20:16:28.905511] [INFO ] [sig       ] ARLP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:29.048283] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARLP.txt
[2025-12-23T20:16:29.048419] [INFO ] [sig       ] [242/3557] Completed ARLP in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:29.048458] [INFO ] [sig       ] [243/3557] Forecasting ARM...
[2025-12-23T20:16:29.048488] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-23T20:16:29.048518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-23T20:16:29.060908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-23T20:16:29.061322] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-23T20:16:29.062127] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-23T20:16:29.062181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:29.062213] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:29.062241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:29.062296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:29.119150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:29.120066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:29.120149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:29.120182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:29.247651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:29.247816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:29.247856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:29.247886] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:29.251532] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-23T20:16:29.251871] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-23T20:16:29.252019] [INFO ] [sig       ] ARM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:29.398189] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARM.txt
[2025-12-23T20:16:29.398366] [INFO ] [sig       ] [243/3557] Completed ARM in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:29.398409] [INFO ] [sig       ] [244/3557] Forecasting ARMK...
[2025-12-23T20:16:29.398437] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-23T20:16:29.398466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-23T20:16:29.411478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-23T20:16:29.411868] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-23T20:16:29.412754] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-23T20:16:29.412809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:29.412843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:29.412869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:29.412926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:29.472924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:29.473636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:29.473714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:29.473746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:29.596006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:29.596159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:29.596198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:29.596225] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:29.599569] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-23T20:16:29.599862] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-23T20:16:29.599990] [INFO ] [sig       ] ARMK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:29.742344] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARMK.txt
[2025-12-23T20:16:29.742519] [INFO ] [sig       ] [244/3557] Completed ARMK in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:29.742586] [INFO ] [sig       ] [245/3557] Forecasting AROC...
[2025-12-23T20:16:29.742622] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-23T20:16:29.742653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-23T20:16:29.755034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-23T20:16:29.755392] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-23T20:16:29.756260] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-23T20:16:29.756315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:29.756351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:29.756381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:29.756439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:29.815763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:29.816548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:29.816646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:29.816681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:29.937853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:29.938007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:29.938049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:29.938278] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:29.942496] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-23T20:16:29.942810] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-23T20:16:29.942946] [INFO ] [sig       ] AROC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:30.091511] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AROC.txt
[2025-12-23T20:16:30.091674] [INFO ] [sig       ] [245/3557] Completed AROC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:30.091719] [INFO ] [sig       ] [246/3557] Forecasting ARQ...
[2025-12-23T20:16:30.091750] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-23T20:16:30.091780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-23T20:16:30.104037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-23T20:16:30.104370] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-23T20:16:30.105195] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-23T20:16:30.105248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:30.105282] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:30.105309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:30.105365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:30.166103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:30.167008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:30.167100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:30.167148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:30.289692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:30.289853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:30.289892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:30.289921] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:30.293361] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-23T20:16:30.293655] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-23T20:16:30.293804] [INFO ] [sig       ] ARQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:30.435442] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ARQ.txt
[2025-12-23T20:16:30.435613] [INFO ] [sig       ] [246/3557] Completed ARQ in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:30.435662] [INFO ] [sig       ] [247/3557] Forecasting ARQQ...
[2025-12-23T20:16:30.435695] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-23T20:16:30.435728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-23T20:16:30.447963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-23T20:16:30.448338] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-23T20:16:30.449365] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-23T20:16:30.449421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:30.449455] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:30.449483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:30.449540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:30.506313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:30.507233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:30.507316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:30.507347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:30.633170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:30.633329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:30.633370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:30.633400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:30.636885] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-23T20:16:30.637172] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-23T20:16:30.637305] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:30.792861] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARQQ.txt
[2025-12-23T20:16:30.793020] [INFO ] [sig       ] [247/3557] Completed ARQQ in 0.4s | 2.85 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-23T20:16:30.793061] [INFO ] [sig       ] [248/3557] Forecasting ARRY...
[2025-12-23T20:16:30.793093] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-23T20:16:30.793123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-23T20:16:30.805716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-23T20:16:30.806052] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-23T20:16:30.806839] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-23T20:16:30.806890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:30.806947] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:30.806976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:30.807033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:30.862931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:30.863807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:30.863889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:30.863920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:30.984168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:30.984324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:30.984363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:30.984407] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:30.987807] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-23T20:16:30.988097] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-23T20:16:30.988230] [INFO ] [sig       ] ARRY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:31.127041] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARRY.txt
[2025-12-23T20:16:31.127205] [INFO ] [sig       ] [248/3557] Completed ARRY in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-23T20:16:31.127245] [INFO ] [sig       ] [249/3557] Forecasting ARTL...
[2025-12-23T20:16:31.127281] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-23T20:16:31.127312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-23T20:16:31.137793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-23T20:16:31.138136] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-23T20:16:31.138921] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-23T20:16:31.138973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:31.139004] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:31.139031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:31.139087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:31.195828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:31.196725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:31.196804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:31.196836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:31.311062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:31.311207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:31.311248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:31.311277] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:31.314898] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-12-23T20:16:31.315177] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-23T20:16:31.315309] [INFO ] [sig       ] ARTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:31.458443] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARTL.txt
[2025-12-23T20:16:31.458596] [INFO ] [sig       ] [249/3557] Completed ARTL in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-23T20:16:31.458638] [INFO ] [sig       ] [250/3557] Forecasting ARTNA...
[2025-12-23T20:16:31.458667] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-23T20:16:31.458696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-23T20:16:31.470819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-23T20:16:31.471159] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-23T20:16:31.472001] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-23T20:16:31.472053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:31.472086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:31.472114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:31.472169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:31.529981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:31.530612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:31.530703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:31.530736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:31.644048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:31.644169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:31.644401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:31.644428] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:31.647699] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-23T20:16:31.647986] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-23T20:16:31.648114] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:31.794558] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARTNA.txt
[2025-12-23T20:16:31.794719] [INFO ] [sig       ] [250/3557] Completed ARTNA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-23T20:16:31.794759] [INFO ] [sig       ] [251/3557] Forecasting ARVN...
[2025-12-23T20:16:31.794789] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-23T20:16:31.794820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-23T20:16:31.806430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-23T20:16:31.806776] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-23T20:16:31.807627] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-23T20:16:31.807681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:31.807712] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:31.807738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:31.807794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:31.865722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:31.866543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:31.866640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:31.866673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:31.988147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:31.988271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:31.988309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:31.988368] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:31.991815] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-23T20:16:31.992120] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-23T20:16:31.992256] [INFO ] [sig       ] ARVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:32.135605] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ARVN.txt
[2025-12-23T20:16:32.135731] [INFO ] [sig       ] [251/3557] Completed ARVN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:32.135770] [INFO ] [sig       ] [252/3557] Forecasting ASA...
[2025-12-23T20:16:32.135798] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-23T20:16:32.135828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-23T20:16:32.146981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-23T20:16:32.147264] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-23T20:16:32.148043] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-23T20:16:32.148156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:32.148199] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:32.148227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:32.148283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:32.203524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:32.204150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:32.204236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:32.204267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:32.323842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:32.323972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:32.324010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:32.324038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:32.327362] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-23T20:16:32.327649] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-23T20:16:32.327777] [INFO ] [sig       ] ASA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:32.465061] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASA.txt
[2025-12-23T20:16:32.465177] [INFO ] [sig       ] [252/3557] Completed ASA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:32.465215] [INFO ] [sig       ] [253/3557] Forecasting ASB...
[2025-12-23T20:16:32.465243] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-23T20:16:32.465272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-23T20:16:32.476734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-23T20:16:32.477025] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-23T20:16:32.477977] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-23T20:16:32.478029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:32.478062] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:32.478088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:32.478149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:32.536819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:32.537567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:32.537664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:32.537695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:32.658769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:32.658889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:32.658926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:32.658956] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:32.662225] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-23T20:16:32.662498] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-23T20:16:32.662640] [INFO ] [sig       ] ASB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:32.806716] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASB.txt
[2025-12-23T20:16:32.806852] [INFO ] [sig       ] [253/3557] Completed ASB in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:32.806891] [INFO ] [sig       ] [254/3557] Forecasting ASBA...
[2025-12-23T20:16:32.806921] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-23T20:16:32.806952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-23T20:16:32.818386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-23T20:16:32.818729] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-23T20:16:32.819606] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-23T20:16:32.819665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:32.819698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:32.819725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:32.819781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:32.876454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:32.877061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:32.877138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:32.877170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:32.988931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:32.989054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:32.989091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:32.989120] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:32.992746] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-23T20:16:32.993011] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-23T20:16:32.993141] [INFO ] [sig       ] ASBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:33.132377] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASBA.txt
[2025-12-23T20:16:33.132496] [INFO ] [sig       ] [254/3557] Completed ASBA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:33.132534] [INFO ] [sig       ] [255/3557] Forecasting ASC...
[2025-12-23T20:16:33.132564] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-23T20:16:33.132611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-23T20:16:33.144042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-23T20:16:33.144356] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-23T20:16:33.145151] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-23T20:16:33.145204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:33.145237] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:33.145263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:33.145320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:33.203246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:33.203875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:33.203951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:33.203983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:33.319489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:33.319626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:33.319665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:33.319694] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:33.322924] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-23T20:16:33.323193] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-23T20:16:33.323320] [INFO ] [sig       ] ASC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:33.473353] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASC.txt
[2025-12-23T20:16:33.473556] [INFO ] [sig       ] [255/3557] Completed ASC in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:33.473640] [INFO ] [sig       ] [256/3557] Forecasting ASG...
[2025-12-23T20:16:33.473690] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-23T20:16:33.473734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-23T20:16:33.487047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-23T20:16:33.487351] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-23T20:16:33.488168] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-23T20:16:33.488221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:33.488253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:33.488281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:33.488338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:33.545045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:33.545659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:33.545733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:33.545765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:33.665270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:33.665373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:33.665411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:33.665439] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:33.668663] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-23T20:16:33.668948] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-23T20:16:33.669076] [INFO ] [sig       ] ASG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:33.808977] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASG.txt
[2025-12-23T20:16:33.809087] [INFO ] [sig       ] [256/3557] Completed ASG in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:33.809332] [INFO ] [sig       ] [257/3557] Forecasting ASGI...
[2025-12-23T20:16:33.809362] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-23T20:16:33.809390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-23T20:16:33.821021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-23T20:16:33.821302] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-23T20:16:33.822079] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-23T20:16:33.822132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:33.822163] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:33.822189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:33.822244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:33.880647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:33.881243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:33.881321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:33.881352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:34.002425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:34.002538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:34.002592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:34.002624] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:34.005805] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-23T20:16:34.006075] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-23T20:16:34.006196] [INFO ] [sig       ] ASGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:34.142107] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASGI.txt
[2025-12-23T20:16:34.142231] [INFO ] [sig       ] [257/3557] Completed ASGI in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:34.142270] [INFO ] [sig       ] [258/3557] Forecasting ASGN...
[2025-12-23T20:16:34.142299] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-23T20:16:34.142329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-23T20:16:34.154292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-23T20:16:34.154592] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-23T20:16:34.155363] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-23T20:16:34.155415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:34.155445] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:34.155472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:34.155528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:34.212106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:34.212726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:34.212828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:34.212860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:34.331824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:34.331950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:34.331988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:34.332016] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:34.335250] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-23T20:16:34.335516] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-23T20:16:34.335658] [INFO ] [sig       ] ASGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:34.473678] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASGN.txt
[2025-12-23T20:16:34.473805] [INFO ] [sig       ] [258/3557] Completed ASGN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:34.473845] [INFO ] [sig       ] [259/3557] Forecasting ASH...
[2025-12-23T20:16:34.473876] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-23T20:16:34.473907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-23T20:16:34.484995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-23T20:16:34.485267] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-23T20:16:34.486066] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-23T20:16:34.486119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:34.486151] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:34.486177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:34.486234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:34.542166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:34.542777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:34.542851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:34.542882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:34.667360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:34.667485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:34.667523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:34.667552] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:34.670844] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-23T20:16:34.671114] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-23T20:16:34.671237] [INFO ] [sig       ] ASH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:34.809179] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASH.txt
[2025-12-23T20:16:34.809304] [INFO ] [sig       ] [259/3557] Completed ASH in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:34.809343] [INFO ] [sig       ] [260/3557] Forecasting ASIX...
[2025-12-23T20:16:34.809372] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-23T20:16:34.809401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-23T20:16:34.821048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-23T20:16:34.821332] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-23T20:16:34.822119] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-23T20:16:34.822172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:34.822202] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:34.822228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:34.822284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:34.879383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:34.880071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:34.880155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:34.880188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:34.994373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:34.994487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:34.994525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:34.994554] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:34.997787] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-23T20:16:34.998093] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-23T20:16:34.998223] [INFO ] [sig       ] ASIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:35.135921] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASIX.txt
[2025-12-23T20:16:35.136038] [INFO ] [sig       ] [260/3557] Completed ASIX in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:35.136078] [INFO ] [sig       ] [261/3557] Forecasting ASLE...
[2025-12-23T20:16:35.136108] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-23T20:16:35.136137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-23T20:16:35.241534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-23T20:16:35.241851] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-23T20:16:35.242625] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-23T20:16:35.242677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:35.242709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:35.242736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:35.242791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:35.298417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:35.299030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:35.299107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:35.299138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:35.413704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:35.413845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:35.413884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:35.413913] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:35.417236] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-12-23T20:16:35.417506] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-23T20:16:35.417646] [INFO ] [sig       ] ASLE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:35.608902] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASLE.txt
[2025-12-23T20:16:35.609075] [INFO ] [sig       ] [261/3557] Completed ASLE in 0.5s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:35.609117] [INFO ] [sig       ] [262/3557] Forecasting ASMB...
[2025-12-23T20:16:35.609148] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-23T20:16:35.609178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-23T20:16:35.619973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-23T20:16:35.620243] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-23T20:16:35.621059] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-23T20:16:35.621114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:35.621147] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:35.621174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:35.621235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:35.677616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:35.678237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:35.678314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:35.678346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:35.798660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:35.798776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:35.798816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:35.798845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:35.802195] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-23T20:16:35.802468] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-23T20:16:35.802620] [INFO ] [sig       ] ASMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:35.941127] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASMB.txt
[2025-12-23T20:16:35.941261] [INFO ] [sig       ] [262/3557] Completed ASMB in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:35.941301] [INFO ] [sig       ] [263/3557] Forecasting ASML...
[2025-12-23T20:16:35.941333] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-23T20:16:35.941364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-23T20:16:35.952422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-23T20:16:35.952715] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-23T20:16:35.953480] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-23T20:16:35.953534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:35.953566] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:35.953616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:35.953688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:36.009177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:36.009819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:36.009896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:36.009927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:36.134826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:36.134964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:36.135003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:36.135031] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:36.138349] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-23T20:16:36.138633] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-23T20:16:36.138756] [INFO ] [sig       ] ASML: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:36.276215] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASML.txt
[2025-12-23T20:16:36.276330] [INFO ] [sig       ] [263/3557] Completed ASML in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:36.276368] [INFO ] [sig       ] [264/3557] Forecasting ASND...
[2025-12-23T20:16:36.276398] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-23T20:16:36.276427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-23T20:16:36.287538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-23T20:16:36.287826] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-23T20:16:36.288620] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-23T20:16:36.288674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:36.288707] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:36.288733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:36.288789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:36.346089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:36.346876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:36.346953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:36.346984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:36.471878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:36.472005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:36.472043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:36.472075] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:36.475518] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-23T20:16:36.475807] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-23T20:16:36.475932] [INFO ] [sig       ] ASND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:36.617319] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASND.txt
[2025-12-23T20:16:36.617480] [INFO ] [sig       ] [264/3557] Completed ASND in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-23T20:16:36.617521] [INFO ] [sig       ] [265/3557] Forecasting ASO...
[2025-12-23T20:16:36.617550] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-23T20:16:36.617600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-23T20:16:36.628492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-23T20:16:36.628776] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-23T20:16:36.629554] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-23T20:16:36.629632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:36.629689] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:36.629716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:36.629772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:36.686056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:36.686686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:36.686762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:36.686794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:36.804117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:36.804242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:36.804278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:36.804306] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:36.807608] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-12-23T20:16:36.807878] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-23T20:16:36.808003] [INFO ] [sig       ] ASO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:36.945828] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASO.txt
[2025-12-23T20:16:36.945957] [INFO ] [sig       ] [265/3557] Completed ASO in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-23T20:16:36.945996] [INFO ] [sig       ] [266/3557] Forecasting ASPI...
[2025-12-23T20:16:36.946026] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-23T20:16:36.946056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-23T20:16:36.957621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-23T20:16:36.957894] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-23T20:16:36.958699] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-23T20:16:36.958751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:36.958783] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:36.958808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:36.958864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:37.014969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:37.015683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:37.015761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:37.015793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:37.132853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:37.132983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:37.133023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:37.133050] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:37.136320] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-12-23T20:16:37.136606] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-23T20:16:37.136732] [INFO ] [sig       ] ASPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:37.273422] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASPI.txt
[2025-12-23T20:16:37.273540] [INFO ] [sig       ] [266/3557] Completed ASPI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:37.273596] [INFO ] [sig       ] [267/3557] Forecasting ASPN...
[2025-12-23T20:16:37.273628] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-23T20:16:37.273657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-23T20:16:37.284897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-23T20:16:37.285210] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-23T20:16:37.285999] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-23T20:16:37.286053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:37.286085] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:37.286115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:37.286171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:37.342051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:37.342681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:37.342756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:37.342788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:37.467864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:37.467994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:37.468031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:37.468060] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:37.471404] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-23T20:16:37.471689] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-23T20:16:37.471811] [INFO ] [sig       ] ASPN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:37.610043] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASPN.txt
[2025-12-23T20:16:37.610174] [INFO ] [sig       ] [267/3557] Completed ASPN in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:37.610212] [INFO ] [sig       ] [268/3557] Forecasting ASPS...
[2025-12-23T20:16:37.610242] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-23T20:16:37.610273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-23T20:16:37.622866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-23T20:16:37.623185] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-23T20:16:37.624006] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-23T20:16:37.624060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:37.624092] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:37.624128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:37.624192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:37.679237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:37.679852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:37.679927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:37.679959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:37.795672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:37.795810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:37.795848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:37.795912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:37.799311] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-23T20:16:37.799599] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-23T20:16:37.799739] [INFO ] [sig       ] ASPS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:37.939429] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASPS.txt
[2025-12-23T20:16:37.939617] [INFO ] [sig       ] [268/3557] Completed ASPS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:37.939661] [INFO ] [sig       ] [269/3557] Forecasting ASTE...
[2025-12-23T20:16:37.939690] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-23T20:16:37.939721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-23T20:16:37.951380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-23T20:16:37.951738] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-23T20:16:37.952533] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-23T20:16:37.952606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:37.952643] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:37.952669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:37.952726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:38.010713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:38.011890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:38.011976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:38.012011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:38.134105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:38.134266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:38.134306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:38.134333] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:38.138345] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-23T20:16:38.138658] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-23T20:16:38.138795] [INFO ] [sig       ] ASTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:38.284554] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASTE.txt
[2025-12-23T20:16:38.284743] [INFO ] [sig       ] [269/3557] Completed ASTE in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:38.284783] [INFO ] [sig       ] [270/3557] Forecasting ASTH...
[2025-12-23T20:16:38.284814] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-23T20:16:38.284844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-23T20:16:38.296602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-23T20:16:38.297026] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-23T20:16:38.297935] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-23T20:16:38.297991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:38.298023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:38.298050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:38.298108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:38.354551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:38.355441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:38.355524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:38.355557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:38.475560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:38.475733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:38.475773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:38.475803] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:38.479397] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-23T20:16:38.479738] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-23T20:16:38.479876] [INFO ] [sig       ] ASTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:38.631634] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASTH.txt
[2025-12-23T20:16:38.631783] [INFO ] [sig       ] [270/3557] Completed ASTH in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:38.631823] [INFO ] [sig       ] [271/3557] Forecasting ASTI...
[2025-12-23T20:16:38.631853] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-23T20:16:38.631884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-23T20:16:38.643829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-23T20:16:38.644142] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-23T20:16:38.645002] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-23T20:16:38.645068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:38.645121] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:38.645159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:38.645223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:38.702430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:38.703165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:38.703264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:38.703299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:38.827181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:38.827350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:38.827410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:38.827453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:38.832715] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-23T20:16:38.833127] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-23T20:16:38.833318] [INFO ] [sig       ] ASTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:38.995839] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASTI.txt
[2025-12-23T20:16:38.996007] [INFO ] [sig       ] [271/3557] Completed ASTI in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:38.996050] [INFO ] [sig       ] [272/3557] Forecasting ASTL...
[2025-12-23T20:16:38.996087] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-23T20:16:38.996124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-23T20:16:39.007307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-23T20:16:39.007672] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-23T20:16:39.008499] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-23T20:16:39.008556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:39.008614] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:39.008644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:39.008702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:39.065402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:39.066323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:39.066408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:39.066440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:39.188371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:39.188543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:39.188603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:39.188633] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:39.192658] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-23T20:16:39.192951] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-23T20:16:39.193084] [INFO ] [sig       ] ASTL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:39.347893] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ASTL.txt
[2025-12-23T20:16:39.348076] [INFO ] [sig       ] [272/3557] Completed ASTL in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:39.348125] [INFO ] [sig       ] [273/3557] Forecasting ASTS...
[2025-12-23T20:16:39.348156] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-23T20:16:39.348187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-23T20:16:39.361200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-23T20:16:39.361588] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-23T20:16:39.362418] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-23T20:16:39.362475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:39.362508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:39.362535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:39.362610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:39.424519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:39.425446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:39.425560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:39.425615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:39.554447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:39.554632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:39.554672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:39.554700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:39.558121] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-23T20:16:39.558421] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-23T20:16:39.558559] [INFO ] [sig       ] ASTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:39.718186] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASTS.txt
[2025-12-23T20:16:39.718349] [INFO ] [sig       ] [273/3557] Completed ASTS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:39.718390] [INFO ] [sig       ] [274/3557] Forecasting ASX...
[2025-12-23T20:16:39.718421] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-23T20:16:39.718451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-23T20:16:39.731078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-23T20:16:39.731527] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-23T20:16:39.732393] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-23T20:16:39.732448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:39.732479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:39.732505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:39.732561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:39.789198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:39.790162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:39.790247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:39.790279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:39.912608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:39.912775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:39.912817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:39.912845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:39.916180] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-23T20:16:39.916456] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-23T20:16:39.916600] [INFO ] [sig       ] ASX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:40.053715] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASX.txt
[2025-12-23T20:16:40.053867] [INFO ] [sig       ] [274/3557] Completed ASX in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:40.053907] [INFO ] [sig       ] [275/3557] Forecasting ASYS...
[2025-12-23T20:16:40.053937] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-23T20:16:40.053966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-23T20:16:40.065342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-23T20:16:40.065663] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-23T20:16:40.066422] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-23T20:16:40.066475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:40.066506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:40.066531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:40.066608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:40.121421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:40.122229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:40.122338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:40.122372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:40.242893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:40.243059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:40.243100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:40.243128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:40.246479] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=45.23%)
[2025-12-23T20:16:40.246776] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-23T20:16:40.246907] [INFO ] [sig       ] ASYS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:40.384346] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ASYS.txt
[2025-12-23T20:16:40.384515] [INFO ] [sig       ] [275/3557] Completed ASYS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:40.384556] [INFO ] [sig       ] [276/3557] Forecasting ATAI...
[2025-12-23T20:16:40.384607] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-23T20:16:40.384637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-23T20:16:40.396984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-23T20:16:40.397327] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-23T20:16:40.398122] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-23T20:16:40.398187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:40.398238] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:40.398272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:40.398332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:40.454502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:40.455174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:40.455252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:40.455284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:40.573720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:40.573879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:40.573918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:40.573946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:40.577311] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-23T20:16:40.577605] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-23T20:16:40.577738] [INFO ] [sig       ] ATAI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:40.716041] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATAI.txt
[2025-12-23T20:16:40.716168] [INFO ] [sig       ] [276/3557] Completed ATAI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:40.716206] [INFO ] [sig       ] [277/3557] Forecasting ATEC...
[2025-12-23T20:16:40.716236] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-23T20:16:40.716264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-23T20:16:40.727897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-23T20:16:40.728175] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-23T20:16:40.729106] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-23T20:16:40.729158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:40.729189] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:40.729250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:40.729308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:40.787087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:40.787948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:40.788030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:40.788064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:40.920713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:40.920874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:40.920915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:40.920946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:40.924448] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-23T20:16:40.924787] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-23T20:16:40.924935] [INFO ] [sig       ] ATEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:41.073230] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATEC.txt
[2025-12-23T20:16:41.073403] [INFO ] [sig       ] [277/3557] Completed ATEC in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-23T20:16:41.073446] [INFO ] [sig       ] [278/3557] Forecasting ATEN...
[2025-12-23T20:16:41.073477] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-23T20:16:41.073508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-23T20:16:41.085609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-23T20:16:41.086030] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-23T20:16:41.086924] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-23T20:16:41.086986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:41.087019] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:41.087048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:41.087107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:41.145522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:41.146451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:41.146542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:41.146595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:41.273731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:41.273896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:41.273937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:41.273967] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:41.277605] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-23T20:16:41.277931] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-23T20:16:41.278079] [INFO ] [sig       ] ATEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:41.429414] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATEN.txt
[2025-12-23T20:16:41.429632] [INFO ] [sig       ] [278/3557] Completed ATEN in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-23T20:16:41.429676] [INFO ] [sig       ] [279/3557] Forecasting ATEX...
[2025-12-23T20:16:41.429710] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-23T20:16:41.429742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-23T20:16:41.449153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-23T20:16:41.450166] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-23T20:16:41.451672] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-23T20:16:41.451741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:41.451784] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:41.451820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:41.451901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:41.518850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:41.520149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:41.520278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:41.520312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:41.650374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:41.650642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:41.650690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:41.650721] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:41.654824] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-23T20:16:41.655219] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-23T20:16:41.655412] [INFO ] [sig       ] ATEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:41.810945] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATEX.txt
[2025-12-23T20:16:41.811199] [INFO ] [sig       ] [279/3557] Completed ATEX in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-23T20:16:41.811255] [INFO ] [sig       ] [280/3557] Forecasting ATGE...
[2025-12-23T20:16:41.811288] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-23T20:16:41.811323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-23T20:16:41.827543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-23T20:16:41.828137] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-23T20:16:41.829129] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-23T20:16:41.829188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:41.829245] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:41.829277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:41.829339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:41.888991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:41.890246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:41.890376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:41.890414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:42.013295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:42.013526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:42.013587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:42.013621] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:42.017844] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-23T20:16:42.018186] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-23T20:16:42.018328] [INFO ] [sig       ] ATGE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:42.167189] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATGE.txt
[2025-12-23T20:16:42.167434] [INFO ] [sig       ] [280/3557] Completed ATGE in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-23T20:16:42.167482] [INFO ] [sig       ] [281/3557] Forecasting ATHA...
[2025-12-23T20:16:42.167513] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-23T20:16:42.167544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-23T20:16:42.181197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-23T20:16:42.181774] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-23T20:16:42.182733] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-23T20:16:42.182790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:42.182823] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:42.182850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:42.182908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:42.240682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:42.241899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:42.242008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:42.242050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:42.385771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:42.386027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:42.386074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:42.386104] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:42.391937] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-23T20:16:42.392513] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-23T20:16:42.392777] [INFO ] [sig       ] ATHA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:42.548021] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATHA.txt
[2025-12-23T20:16:42.548216] [INFO ] [sig       ] [281/3557] Completed ATHA in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-23T20:16:42.548259] [INFO ] [sig       ] [282/3557] Forecasting ATHM...
[2025-12-23T20:16:42.548289] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-23T20:16:42.548319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-23T20:16:42.560272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-23T20:16:42.560665] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-23T20:16:42.561475] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-23T20:16:42.561529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:42.561631] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:42.561661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:42.561717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:42.646256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:42.647443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:42.647602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:42.647659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:42.777660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:42.777827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:42.777867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:42.777896] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:42.781402] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-23T20:16:42.781753] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-23T20:16:42.781900] [INFO ] [sig       ] ATHM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:42.927417] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATHM.txt
[2025-12-23T20:16:42.927634] [INFO ] [sig       ] [282/3557] Completed ATHM in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-23T20:16:42.927688] [INFO ] [sig       ] [283/3557] Forecasting ATI...
[2025-12-23T20:16:42.927721] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-23T20:16:42.927764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-23T20:16:42.940888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-23T20:16:42.941312] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-23T20:16:42.942201] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-23T20:16:42.942258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:42.942290] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:42.942323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:42.942401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:43.006756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:43.007733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:43.007846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:43.007880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:43.144152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:43.144392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:43.144457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:43.144491] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:43.148272] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-23T20:16:43.148564] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-23T20:16:43.148728] [INFO ] [sig       ] ATI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:43.298734] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATI.txt
[2025-12-23T20:16:43.298934] [INFO ] [sig       ] [283/3557] Completed ATI in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:43.298996] [INFO ] [sig       ] [284/3557] Forecasting ATLC...
[2025-12-23T20:16:43.299055] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-23T20:16:43.299096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-23T20:16:43.311643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-23T20:16:43.312021] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-23T20:16:43.312820] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-23T20:16:43.312873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:43.312905] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:43.312932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:43.312988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:43.368841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:43.369745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:43.369830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:43.369862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:43.487837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:43.488006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:43.488045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:43.488074] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:43.491592] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-23T20:16:43.491910] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-23T20:16:43.492044] [INFO ] [sig       ] ATLC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:43.633951] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATLC.txt
[2025-12-23T20:16:43.634115] [INFO ] [sig       ] [284/3557] Completed ATLC in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:43.634156] [INFO ] [sig       ] [285/3557] Forecasting ATLCZ...
[2025-12-23T20:16:43.634186] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-23T20:16:43.634217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-23T20:16:43.645662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-23T20:16:43.646038] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-23T20:16:43.646850] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-23T20:16:43.646904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:43.646936] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:43.646962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:43.647018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:43.708783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:43.709707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:43.709804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:43.709837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:43.836712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:43.836875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:43.836915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:43.837002] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:43.840873] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-23T20:16:43.841179] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-23T20:16:43.841353] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:43.980684] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATLCZ.txt
[2025-12-23T20:16:43.980846] [INFO ] [sig       ] [285/3557] Completed ATLCZ in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:43.980888] [INFO ] [sig       ] [286/3557] Forecasting ATLO...
[2025-12-23T20:16:43.980919] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-23T20:16:43.980952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-23T20:16:43.992900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-23T20:16:43.993271] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-23T20:16:43.994233] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-23T20:16:43.994294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:43.994327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:43.994355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:43.994411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:44.061876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:44.062774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:44.062859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:44.062892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:44.169049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:44.169232] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:16:44.169273] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:44.169302] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:44.172715] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-23T20:16:44.173012] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-23T20:16:44.173145] [INFO ] [sig       ] ATLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:44.318220] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATLO.txt
[2025-12-23T20:16:44.318369] [INFO ] [sig       ] [286/3557] Completed ATLO in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:44.318409] [INFO ] [sig       ] [287/3557] Forecasting ATNI...
[2025-12-23T20:16:44.318445] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-23T20:16:44.318478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-23T20:16:44.487488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-23T20:16:44.487929] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-23T20:16:44.488799] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-23T20:16:44.488856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:44.488903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:44.488930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:44.488988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:44.545504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:44.546399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:44.546482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:44.546514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:44.670440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:44.670626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:44.670667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:44.670695] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:44.674329] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-23T20:16:44.674681] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-23T20:16:44.674821] [INFO ] [sig       ] ATNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:44.815553] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATNI.txt
[2025-12-23T20:16:44.815729] [INFO ] [sig       ] [287/3557] Completed ATNI in 0.5s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:44.815769] [INFO ] [sig       ] [288/3557] Forecasting ATO...
[2025-12-23T20:16:44.815798] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-23T20:16:44.815828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-23T20:16:44.831385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-23T20:16:44.831729] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-23T20:16:44.832483] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-23T20:16:44.832536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:44.832567] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:44.832614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:44.832670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:44.888319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:44.889161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:44.889279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:44.889312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:45.014105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:45.014268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:45.014309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:45.014337] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:45.017778] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-23T20:16:45.018072] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-23T20:16:45.018201] [INFO ] [sig       ] ATO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:45.157073] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATO.txt
[2025-12-23T20:16:45.157209] [INFO ] [sig       ] [288/3557] Completed ATO in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:45.157248] [INFO ] [sig       ] [289/3557] Forecasting ATOM...
[2025-12-23T20:16:45.157280] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-23T20:16:45.157311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-23T20:16:45.168640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-23T20:16:45.168937] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-23T20:16:45.173304] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-23T20:16:45.173371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:45.173404] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:45.173431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:45.173487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:45.229514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:45.230363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:45.230459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:45.230494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:45.353120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:45.353280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:45.353321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:45.353349] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:45.356783] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-23T20:16:45.357052] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-23T20:16:45.357176] [INFO ] [sig       ] ATOM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:45.496824] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATOM.txt
[2025-12-23T20:16:45.496984] [INFO ] [sig       ] [289/3557] Completed ATOM in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:45.497026] [INFO ] [sig       ] [290/3557] Forecasting ATRA...
[2025-12-23T20:16:45.497056] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-23T20:16:45.497086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-23T20:16:45.509331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-23T20:16:45.509765] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-23T20:16:45.510614] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-23T20:16:45.510669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:45.510706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:45.510744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:45.510804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:45.569095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:45.570075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:45.570188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:45.570238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:45.696962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:45.697119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:45.697163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:45.697193] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:45.700642] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-23T20:16:45.700923] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-23T20:16:45.701084] [INFO ] [sig       ] ATRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:45.841651] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATRA.txt
[2025-12-23T20:16:45.841816] [INFO ] [sig       ] [290/3557] Completed ATRA in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:45.841855] [INFO ] [sig       ] [291/3557] Forecasting ATRC...
[2025-12-23T20:16:45.841891] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-23T20:16:45.841923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-23T20:16:45.854570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-23T20:16:45.854984] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-23T20:16:45.855891] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-23T20:16:45.855956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:45.855991] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:45.856019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:45.856078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:45.913140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:45.914093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:45.914186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:45.914220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:46.033975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:46.034131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:46.034171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:46.034198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:46.037534] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-23T20:16:46.037820] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-23T20:16:46.037944] [INFO ] [sig       ] ATRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:46.176012] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATRC.txt
[2025-12-23T20:16:46.176144] [INFO ] [sig       ] [291/3557] Completed ATRC in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:46.176182] [INFO ] [sig       ] [292/3557] Forecasting ATRO...
[2025-12-23T20:16:46.176210] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-23T20:16:46.176241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-23T20:16:46.188719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-23T20:16:46.189084] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-23T20:16:46.189970] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-23T20:16:46.190026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:46.190060] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:46.190099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:46.190175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:46.252540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:46.253451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:46.253591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:46.253629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:46.381612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:46.381770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:46.381811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:46.381840] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:46.385434] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-12-23T20:16:46.385797] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-23T20:16:46.385946] [INFO ] [sig       ] ATRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:46.526594] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ATRO.txt
[2025-12-23T20:16:46.526761] [INFO ] [sig       ] [292/3557] Completed ATRO in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:46.526801] [INFO ] [sig       ] [293/3557] Forecasting ATXS...
[2025-12-23T20:16:46.526832] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-23T20:16:46.526862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-23T20:16:46.537805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-23T20:16:46.538103] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-23T20:16:46.538880] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-23T20:16:46.538933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:46.538965] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:46.538992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:46.539049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:46.595733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:46.596568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:46.596670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:46.596704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:46.729149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:46.729371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:46.729423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:46.729453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:46.732845] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=49.43%)
[2025-12-23T20:16:46.733123] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-23T20:16:46.733253] [INFO ] [sig       ] ATXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:46.873520] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ATXS.txt
[2025-12-23T20:16:46.873697] [INFO ] [sig       ] [293/3557] Completed ATXS in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:46.873738] [INFO ] [sig       ] [294/3557] Forecasting AUB...
[2025-12-23T20:16:46.873768] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-23T20:16:46.873797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-23T20:16:46.885762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-23T20:16:46.886139] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-23T20:16:46.887144] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-23T20:16:46.887202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:46.887235] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:46.887263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:46.887321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:46.945149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:46.946011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:46.946096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:46.946130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:47.064184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:47.064360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:47.064401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:47.064444] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:47.068137] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=57.58%)
[2025-12-23T20:16:47.068413] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-23T20:16:47.068716] [INFO ] [sig       ] AUB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:47.209427] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AUB.txt
[2025-12-23T20:16:47.209615] [INFO ] [sig       ] [294/3557] Completed AUB in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:47.209677] [INFO ] [sig       ] [295/3557] Forecasting AUDC...
[2025-12-23T20:16:47.209711] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-23T20:16:47.209742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-23T20:16:47.221792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-23T20:16:47.222159] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-23T20:16:47.222942] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-23T20:16:47.222995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:47.223026] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:47.223053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:47.223108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:47.281359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:47.282202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:47.282284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:47.282318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:47.398999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:47.399162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:47.399226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:47.399260] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:47.402761] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-23T20:16:47.403050] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-23T20:16:47.403183] [INFO ] [sig       ] AUDC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:47.545236] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AUDC.txt
[2025-12-23T20:16:47.545436] [INFO ] [sig       ] [295/3557] Completed AUDC in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:47.545480] [INFO ] [sig       ] [296/3557] Forecasting AUPH...
[2025-12-23T20:16:47.545512] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-23T20:16:47.545543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-23T20:16:47.556653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-23T20:16:47.556961] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-23T20:16:47.557748] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-23T20:16:47.557800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:47.557832] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:47.557859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:47.557914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:47.617002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:47.617896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:47.617979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:47.618030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:47.735511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:47.735683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:47.735726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:47.735754] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:47.739143] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-23T20:16:47.739445] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-23T20:16:47.739766] [INFO ] [sig       ] AUPH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:47.889636] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AUPH.txt
[2025-12-23T20:16:47.889872] [INFO ] [sig       ] [296/3557] Completed AUPH in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:47.889931] [INFO ] [sig       ] [297/3557] Forecasting AURA...
[2025-12-23T20:16:47.889972] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-23T20:16:47.890013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-23T20:16:47.903107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-23T20:16:47.903500] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-23T20:16:47.904357] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-23T20:16:47.904414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:47.904448] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:47.904476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:47.904533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:47.963510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:47.964404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:47.964500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:47.964535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:48.089474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:48.089852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:48.089894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:48.089921] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:48.093998] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-23T20:16:48.094311] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-23T20:16:48.094460] [INFO ] [sig       ] AURA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:48.243009] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AURA.txt
[2025-12-23T20:16:48.243173] [INFO ] [sig       ] [297/3557] Completed AURA in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:48.243213] [INFO ] [sig       ] [298/3557] Forecasting AUTL...
[2025-12-23T20:16:48.243244] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-23T20:16:48.243274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-23T20:16:48.255164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-23T20:16:48.255613] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-23T20:16:48.256412] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-23T20:16:48.256477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:48.256511] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:48.256550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:48.256630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:48.313931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:48.314816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:48.314919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:48.314954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:48.438859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:48.439018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:48.439058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:48.439088] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:48.442560] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-23T20:16:48.442847] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-23T20:16:48.442971] [INFO ] [sig       ] AUTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:48.588332] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AUTL.txt
[2025-12-23T20:16:48.588488] [INFO ] [sig       ] [298/3557] Completed AUTL in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:48.588528] [INFO ] [sig       ] [299/3557] Forecasting AVA...
[2025-12-23T20:16:48.588557] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-23T20:16:48.588609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-23T20:16:48.599605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-23T20:16:48.599960] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-23T20:16:48.600754] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-23T20:16:48.600809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:48.600866] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:48.600895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:48.600952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:48.660997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:48.661827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:48.661906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:48.661938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:48.778147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:48.778309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:48.778348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:48.778376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:48.781809] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=65.04%)
[2025-12-23T20:16:48.782103] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-23T20:16:48.782233] [INFO ] [sig       ] AVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:48.926893] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVA.txt
[2025-12-23T20:16:48.927053] [INFO ] [sig       ] [299/3557] Completed AVA in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-23T20:16:48.927093] [INFO ] [sig       ] [300/3557] Forecasting AVAH...
[2025-12-23T20:16:48.927124] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-23T20:16:48.927154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-23T20:16:48.939775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-23T20:16:48.940178] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-23T20:16:48.941213] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-23T20:16:48.941268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:48.941302] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:48.941331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:48.941394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:49.004550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:49.005508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:49.005642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:49.005689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:49.136409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:49.136594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:49.136641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:49.136672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:49.140192] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-23T20:16:49.140490] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-23T20:16:49.140655] [INFO ] [sig       ] AVAH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:49.289626] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVAH.txt
[2025-12-23T20:16:49.289801] [INFO ] [sig       ] [300/3557] Completed AVAH in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:49.289844] [INFO ] [sig       ] [301/3557] Forecasting AVAL...
[2025-12-23T20:16:49.289875] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-23T20:16:49.289905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-23T20:16:49.301137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-23T20:16:49.301729] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-23T20:16:49.302503] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-23T20:16:49.302556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:49.302606] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:49.302634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:49.302824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:49.361525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:49.362393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:49.362473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:49.362506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:49.488709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:49.488857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:49.488896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:49.488923] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:49.492542] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=39.76%)
[2025-12-23T20:16:49.492873] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-23T20:16:49.493007] [INFO ] [sig       ] AVAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:49.635765] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AVAL.txt
[2025-12-23T20:16:49.635924] [INFO ] [sig       ] [301/3557] Completed AVAL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:49.635964] [INFO ] [sig       ] [302/3557] Forecasting AVB...
[2025-12-23T20:16:49.635995] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-23T20:16:49.636031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-23T20:16:49.647086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-23T20:16:49.647385] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-23T20:16:49.648164] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-23T20:16:49.648216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:49.648247] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:49.648273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:49.648333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:49.705293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:49.706149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:49.706235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:49.706266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:49.830196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:49.830364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:49.830405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:49.830482] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:49.834230] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-23T20:16:49.834521] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-23T20:16:49.834676] [INFO ] [sig       ] AVB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:49.979801] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVB.txt
[2025-12-23T20:16:49.979971] [INFO ] [sig       ] [302/3557] Completed AVB in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:49.980019] [INFO ] [sig       ] [303/3557] Forecasting AVBP...
[2025-12-23T20:16:49.980051] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-23T20:16:49.980082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-23T20:16:49.991948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-23T20:16:49.992320] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-23T20:16:49.993229] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-23T20:16:49.993297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:49.993335] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:49.993363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:49.993422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:50.069168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:50.070157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:50.070285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:50.070325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:50.191138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:50.191286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:50.191325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:50.191353] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:50.194676] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-12-23T20:16:50.194942] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-23T20:16:50.195063] [INFO ] [sig       ] AVBP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:50.336209] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVBP.txt
[2025-12-23T20:16:50.336373] [INFO ] [sig       ] [303/3557] Completed AVBP in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:50.336414] [INFO ] [sig       ] [304/3557] Forecasting AVD...
[2025-12-23T20:16:50.336445] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-23T20:16:50.336475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-23T20:16:50.347814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-23T20:16:50.348197] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-23T20:16:50.348991] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-23T20:16:50.349047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:50.349079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:50.349107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:50.349170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:50.407643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:50.408497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:50.408600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:50.408634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:50.531617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:50.531786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:50.531837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:50.531868] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:50.535474] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2025-12-23T20:16:50.535811] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-23T20:16:50.535953] [INFO ] [sig       ] AVD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:50.674989] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AVD.txt
[2025-12-23T20:16:50.675149] [INFO ] [sig       ] [304/3557] Completed AVD in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:50.675190] [INFO ] [sig       ] [305/3557] Forecasting AVDL...
[2025-12-23T20:16:50.675221] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-23T20:16:50.675251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-23T20:16:50.686916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-23T20:16:50.687203] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-23T20:16:50.687985] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-23T20:16:50.688037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:50.688068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:50.688093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:50.688148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:50.744078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:50.744686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:50.744772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:50.744805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:50.870598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:50.870752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:50.870790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:50.870818] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:50.874589] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-23T20:16:50.874902] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-23T20:16:50.875031] [INFO ] [sig       ] AVDL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:51.017046] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVDL.txt
[2025-12-23T20:16:51.017211] [INFO ] [sig       ] [305/3557] Completed AVDL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:51.017250] [INFO ] [sig       ] [306/3557] Forecasting AVGO...
[2025-12-23T20:16:51.017282] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-23T20:16:51.017311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-23T20:16:51.029327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-23T20:16:51.029697] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-23T20:16:51.030438] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-23T20:16:51.030491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:51.030523] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:51.030550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:51.030623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:51.087009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:51.088023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:51.088104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:51.088135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:51.213049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:51.213205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:51.213244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:51.213273] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:51.216773] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-23T20:16:51.217036] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-23T20:16:51.217158] [INFO ] [sig       ] AVGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:51.361144] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AVGO.txt
[2025-12-23T20:16:51.361299] [INFO ] [sig       ] [306/3557] Completed AVGO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:51.361340] [INFO ] [sig       ] [307/3557] Forecasting AVGX...
[2025-12-23T20:16:51.361370] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-23T20:16:51.361409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-23T20:16:51.372896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-23T20:16:51.373157] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-23T20:16:51.373924] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-23T20:16:51.373976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:51.374007] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:51.374033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:51.374089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:51.430188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:51.430996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:51.431084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:51.431117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:51.549285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:51.549460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:51.549502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:51.549531] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:51.552857] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-23T20:16:51.553121] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-23T20:16:51.553247] [INFO ] [sig       ] AVGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:51.691704] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVGX.txt
[2025-12-23T20:16:51.691863] [INFO ] [sig       ] [307/3557] Completed AVGX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:51.691903] [INFO ] [sig       ] [308/3557] Forecasting AVK...
[2025-12-23T20:16:51.691931] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-23T20:16:51.691963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-23T20:16:51.703850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-23T20:16:51.704218] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-23T20:16:51.704995] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-23T20:16:51.705048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:51.705079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:51.705106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:51.705162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:51.761830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:51.762706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:51.762793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:51.762825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:51.876936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:51.877092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:51.877132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:51.877161] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:51.880619] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-23T20:16:51.880934] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-23T20:16:51.881072] [INFO ] [sig       ] AVK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:52.019329] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVK.txt
[2025-12-23T20:16:52.019462] [INFO ] [sig       ] [308/3557] Completed AVK in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:52.019502] [INFO ] [sig       ] [309/3557] Forecasting AVNS...
[2025-12-23T20:16:52.019531] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-23T20:16:52.019562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-23T20:16:52.030966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-23T20:16:52.031288] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-23T20:16:52.032063] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-23T20:16:52.032116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:52.032148] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:52.032176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:52.032232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:52.090885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:52.091638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:52.091750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:52.091783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:52.208737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:52.208891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:52.208930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:52.208959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:52.212355] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-23T20:16:52.212653] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-23T20:16:52.212782] [INFO ] [sig       ] AVNS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:52.351243] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVNS.txt
[2025-12-23T20:16:52.351378] [INFO ] [sig       ] [309/3557] Completed AVNS in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:52.351417] [INFO ] [sig       ] [310/3557] Forecasting AVO...
[2025-12-23T20:16:52.351447] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-23T20:16:52.351477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-23T20:16:52.362976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-23T20:16:52.363246] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-23T20:16:52.364014] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-23T20:16:52.364066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:52.364098] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:52.364125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:52.364181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:52.422426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:52.423189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:52.423267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:52.423299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:52.540396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:52.540550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:52.540608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:52.540638] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:52.543943] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-23T20:16:52.544208] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-23T20:16:52.544331] [INFO ] [sig       ] AVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:52.681783] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVO.txt
[2025-12-23T20:16:52.681912] [INFO ] [sig       ] [310/3557] Completed AVO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:52.681951] [INFO ] [sig       ] [311/3557] Forecasting AVTX...
[2025-12-23T20:16:52.681979] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-23T20:16:52.682010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-23T20:16:52.695000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-23T20:16:52.695419] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-23T20:16:52.696417] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-23T20:16:52.696482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:52.696533] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:52.696590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:52.696655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:52.754332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:52.755225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:52.755316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:52.755347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:52.875752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:52.875913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:52.875954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:52.875981] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:52.879405] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-23T20:16:52.879725] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-23T20:16:52.879864] [INFO ] [sig       ] AVTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:53.019865] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AVTX.txt
[2025-12-23T20:16:53.020027] [INFO ] [sig       ] [311/3557] Completed AVTX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:53.020066] [INFO ] [sig       ] [312/3557] Forecasting AVXL...
[2025-12-23T20:16:53.020097] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-23T20:16:53.020126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-23T20:16:53.031144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-23T20:16:53.031514] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-23T20:16:53.032299] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-23T20:16:53.032351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:53.032383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:53.032409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:53.032471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:53.088641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:53.089508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:53.089607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:53.089642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:53.207662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:53.207822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:53.207861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:53.207890] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:53.211343] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-23T20:16:53.211695] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-23T20:16:53.211831] [INFO ] [sig       ] AVXL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:53.352446] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AVXL.txt
[2025-12-23T20:16:53.352657] [INFO ] [sig       ] [312/3557] Completed AVXL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-23T20:16:53.352701] [INFO ] [sig       ] [313/3557] Forecasting AVY...
[2025-12-23T20:16:53.352730] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-23T20:16:53.352761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-23T20:16:53.364651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-23T20:16:53.365036] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-23T20:16:53.365846] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-23T20:16:53.365901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:53.365933] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:53.365959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:53.366015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:53.426915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:53.427788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:53.427873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:53.427908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:53.545063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:53.545220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:53.545261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:53.545291] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:53.548774] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-23T20:16:53.549070] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-23T20:16:53.549221] [INFO ] [sig       ] AVY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:53.694556] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AVY.txt
[2025-12-23T20:16:53.694751] [INFO ] [sig       ] [313/3557] Completed AVY in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-23T20:16:53.694792] [INFO ] [sig       ] [314/3557] Forecasting AWF...
[2025-12-23T20:16:53.694823] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-23T20:16:53.694853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-23T20:16:53.707146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-23T20:16:53.707541] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-23T20:16:53.708367] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-23T20:16:53.708421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:53.708453] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:53.708479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:53.708540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:53.767492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:53.768413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:53.768503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:53.768540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:53.888498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:53.888668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:53.888708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:53.888736] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:53.892068] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-23T20:16:53.892334] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-23T20:16:53.892455] [INFO ] [sig       ] AWF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:54.033850] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AWF.txt
[2025-12-23T20:16:54.033990] [INFO ] [sig       ] [314/3557] Completed AWF in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-23T20:16:54.034035] [INFO ] [sig       ] [315/3557] Forecasting AWI...
[2025-12-23T20:16:54.034065] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-23T20:16:54.034096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-23T20:16:54.046107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-23T20:16:54.046412] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-23T20:16:54.047206] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-23T20:16:54.047260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:54.047294] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:54.047322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:54.047382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:54.103637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:54.104289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:54.104368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:54.104401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:54.224294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:54.224427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:54.224465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:54.224493] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:54.228131] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-23T20:16:54.228396] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-23T20:16:54.228525] [INFO ] [sig       ] AWI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:54.366182] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AWI.txt
[2025-12-23T20:16:54.366331] [INFO ] [sig       ] [315/3557] Completed AWI in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-23T20:16:54.366369] [INFO ] [sig       ] [316/3557] Forecasting AWK...
[2025-12-23T20:16:54.366397] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-23T20:16:54.366430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-23T20:16:54.378739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-23T20:16:54.379050] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-23T20:16:54.379930] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-23T20:16:54.379983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:54.380039] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:54.380067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:54.380123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:54.435524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:54.436271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:54.436349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:54.436381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:54.553518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:54.553708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:54.553749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:54.553778] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:54.557335] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-23T20:16:54.557679] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-23T20:16:54.557844] [INFO ] [sig       ] AWK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:54.706504] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AWK.txt
[2025-12-23T20:16:54.706687] [INFO ] [sig       ] [316/3557] Completed AWK in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-23T20:16:54.706729] [INFO ] [sig       ] [317/3557] Forecasting AWP...
[2025-12-23T20:16:54.706759] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-23T20:16:54.706788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-23T20:16:54.718682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-23T20:16:54.719056] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-23T20:16:54.719916] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-23T20:16:54.719973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:54.720005] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:54.720033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:54.720091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:54.779876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:54.780978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:54.781062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:54.781095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:54.906072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:54.906248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:54.906299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:54.906346] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:54.911309] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-23T20:16:54.911655] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-23T20:16:54.911796] [INFO ] [sig       ] AWP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:55.055451] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AWP.txt
[2025-12-23T20:16:55.055609] [INFO ] [sig       ] [317/3557] Completed AWP in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:55.055661] [INFO ] [sig       ] [318/3557] Forecasting AWRE...
[2025-12-23T20:16:55.055693] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-23T20:16:55.055722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-23T20:16:55.066311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-23T20:16:55.066627] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-23T20:16:55.067395] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-23T20:16:55.067448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:55.067480] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:55.067507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:55.067563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:55.124317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:55.125009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:55.125089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:55.125122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:55.231359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:55.231512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:55.231552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:55.231615] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:55.234999] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-23T20:16:55.235274] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-23T20:16:55.235396] [INFO ] [sig       ] AWRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:55.373344] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AWRE.txt
[2025-12-23T20:16:55.373487] [INFO ] [sig       ] [318/3557] Completed AWRE in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:55.373526] [INFO ] [sig       ] [319/3557] Forecasting AXGN...
[2025-12-23T20:16:55.373556] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-23T20:16:55.373607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-23T20:16:55.385432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-23T20:16:55.385809] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-23T20:16:55.387015] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-23T20:16:55.387067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:55.387099] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:55.387125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:55.387181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:55.442883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:55.443534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:55.443631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:55.443676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:55.567658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:55.567813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:55.567853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:55.567915] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:55.571339] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-23T20:16:55.571637] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-23T20:16:55.571765] [INFO ] [sig       ] AXGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:55.713224] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AXGN.txt
[2025-12-23T20:16:55.713359] [INFO ] [sig       ] [319/3557] Completed AXGN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:55.713397] [INFO ] [sig       ] [320/3557] Forecasting AXL...
[2025-12-23T20:16:55.713427] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-23T20:16:55.713457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-23T20:16:55.725272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-23T20:16:55.725600] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-23T20:16:55.726350] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-23T20:16:55.726402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:55.726433] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:55.726460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:55.726515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:55.789260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:55.790247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:55.790335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:55.790382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:55.923672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:55.923832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:55.923873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:55.923901] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:55.927562] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-23T20:16:55.927869] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-23T20:16:55.927998] [INFO ] [sig       ] AXL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:56.073803] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AXL.txt
[2025-12-23T20:16:56.073971] [INFO ] [sig       ] [320/3557] Completed AXL in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:56.074011] [INFO ] [sig       ] [321/3557] Forecasting AXON...
[2025-12-23T20:16:56.074040] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-23T20:16:56.074081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-23T20:16:56.087491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-23T20:16:56.087934] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-23T20:16:56.088794] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-23T20:16:56.088850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:56.088884] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:56.088911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:56.088969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:56.145350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:56.146260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:56.146347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:56.146380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:56.283484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:56.283710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:56.283775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:56.283823] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:56.289307] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-23T20:16:56.289896] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-23T20:16:56.290126] [INFO ] [sig       ] AXON: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:56.519376] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AXON.txt
[2025-12-23T20:16:56.519567] [INFO ] [sig       ] [321/3557] Completed AXON in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:56.519628] [INFO ] [sig       ] [322/3557] Forecasting AXP...
[2025-12-23T20:16:56.519658] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-23T20:16:56.519689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-23T20:16:56.532285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-23T20:16:56.532732] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-23T20:16:56.533606] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-23T20:16:56.533672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:56.533727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:56.533777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:56.533856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:56.596227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:56.597487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:56.597637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:56.597694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:56.775522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:56.775748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:56.775816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:56.775867] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:56.781214] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-23T20:16:56.781740] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-23T20:16:56.781961] [INFO ] [sig       ] AXP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:56.992016] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AXP.txt
[2025-12-23T20:16:56.992205] [INFO ] [sig       ] [322/3557] Completed AXP in 0.5s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:56.992247] [INFO ] [sig       ] [323/3557] Forecasting AXS...
[2025-12-23T20:16:56.992276] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-23T20:16:56.992307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-23T20:16:57.008272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-23T20:16:57.008969] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-23T20:16:57.010188] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-23T20:16:57.010267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:57.010311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:57.010348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:57.010428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:57.075972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:57.076922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:57.077012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:57.077044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:57.218315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:57.218484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:57.218526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:57.218559] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:57.222429] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-23T20:16:57.222806] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-23T20:16:57.222970] [INFO ] [sig       ] AXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:57.397333] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AXS.txt
[2025-12-23T20:16:57.397553] [INFO ] [sig       ] [323/3557] Completed AXS in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:57.397629] [INFO ] [sig       ] [324/3557] Forecasting AXSM...
[2025-12-23T20:16:57.397671] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-23T20:16:57.397710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-23T20:16:57.412296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-23T20:16:57.412741] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-23T20:16:57.413666] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-23T20:16:57.413735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:57.413774] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:57.413801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:57.413861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:57.475016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:57.475996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:57.476119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:57.476162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:57.598363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:57.598517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:57.598556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:57.598604] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:57.601969] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-12-23T20:16:57.602248] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-23T20:16:57.602373] [INFO ] [sig       ] AXSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:57.744410] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AXSM.txt
[2025-12-23T20:16:57.744550] [INFO ] [sig       ] [324/3557] Completed AXSM in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:57.744612] [INFO ] [sig       ] [325/3557] Forecasting AXTA...
[2025-12-23T20:16:57.744643] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-23T20:16:57.744671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-23T20:16:57.755828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-23T20:16:57.756380] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-23T20:16:57.757368] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-23T20:16:57.757420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:57.757451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:57.757476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:57.757531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:57.815086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:57.816127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:57.816210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:57.816243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:57.947449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:57.947624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:57.947666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:57.947694] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:57.951041] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-23T20:16:57.951318] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-23T20:16:57.951444] [INFO ] [sig       ] AXTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:58.098253] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AXTA.txt
[2025-12-23T20:16:58.098400] [INFO ] [sig       ] [325/3557] Completed AXTA in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:58.098440] [INFO ] [sig       ] [326/3557] Forecasting AXTI...
[2025-12-23T20:16:58.098469] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-23T20:16:58.098520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-23T20:16:58.109310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-23T20:16:58.109625] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-23T20:16:58.110389] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-23T20:16:58.110441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:58.110472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:58.110501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:58.110556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:58.166910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:58.167504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:58.167619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:58.167655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:58.290609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:58.290748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:58.290787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:58.290814] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:58.294083] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-23T20:16:58.294358] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-23T20:16:58.294480] [INFO ] [sig       ] AXTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:58.434300] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AXTI.txt
[2025-12-23T20:16:58.434430] [INFO ] [sig       ] [326/3557] Completed AXTI in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:58.434469] [INFO ] [sig       ] [327/3557] Forecasting AYI...
[2025-12-23T20:16:58.434499] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-23T20:16:58.434529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-23T20:16:58.446212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-23T20:16:58.446499] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-23T20:16:58.447279] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-23T20:16:58.447332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:58.447364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:58.447390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:58.447445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:58.506273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:58.507122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:58.507202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:58.507236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:58.640515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:58.640698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:58.640925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:58.640962] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:58.644547] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-23T20:16:58.644863] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-23T20:16:58.645002] [INFO ] [sig       ] AYI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:58.792693] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AYI.txt
[2025-12-23T20:16:58.792841] [INFO ] [sig       ] [327/3557] Completed AYI in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:58.792880] [INFO ] [sig       ] [328/3557] Forecasting AZ...
[2025-12-23T20:16:58.792910] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-23T20:16:58.792940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-23T20:16:58.806435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-23T20:16:58.806824] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-23T20:16:58.807633] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-23T20:16:58.807688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:58.807721] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:58.807750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:58.807806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:58.869255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:58.870113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:58.870198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:58.870232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:58.995463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:58.995636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:58.995677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:58.995704] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:58.999261] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-23T20:16:58.999612] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-23T20:16:58.999751] [INFO ] [sig       ] AZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:59.148026] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AZ.txt
[2025-12-23T20:16:59.148178] [INFO ] [sig       ] [328/3557] Completed AZ in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:59.148218] [INFO ] [sig       ] [329/3557] Forecasting AZN...
[2025-12-23T20:16:59.148248] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-23T20:16:59.148278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-23T20:16:59.160176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-23T20:16:59.160493] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-23T20:16:59.161360] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-23T20:16:59.161415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:59.161448] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:59.161475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:59.161532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:59.220740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:59.221654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:59.221738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:59.221772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:59.350549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:59.350741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:59.350780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:59.350809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:59.354752] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-23T20:16:59.355113] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-23T20:16:59.355255] [INFO ] [sig       ] AZN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:16:59.505696] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AZN.txt
[2025-12-23T20:16:59.506047] [INFO ] [sig       ] [329/3557] Completed AZN in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:59.506089] [INFO ] [sig       ] [330/3557] Forecasting AZO...
[2025-12-23T20:16:59.506120] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-23T20:16:59.506150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-23T20:16:59.518205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-23T20:16:59.518509] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-23T20:16:59.519312] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-23T20:16:59.519364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:59.519396] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:59.519421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:59.519477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:59.578518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:59.579188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:59.579286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:59.579319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:16:59.697261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:16:59.697410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:16:59.697449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:16:59.697477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:16:59.701262] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-23T20:16:59.701530] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-23T20:16:59.701677] [INFO ] [sig       ] AZO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:16:59.844672] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AZO.txt
[2025-12-23T20:16:59.844811] [INFO ] [sig       ] [330/3557] Completed AZO in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:16:59.844851] [INFO ] [sig       ] [331/3557] Forecasting AZTA...
[2025-12-23T20:16:59.844881] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-23T20:16:59.844912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-23T20:16:59.856237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-23T20:16:59.856587] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-23T20:16:59.857380] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-23T20:16:59.857446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:16:59.857496] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:16:59.857531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:16:59.857606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:16:59.917643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:16:59.918493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:16:59.918589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:16:59.918625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:00.043509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:00.043702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:00.043747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:00.043777] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:00.047178] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-12-23T20:17:00.047455] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-23T20:17:00.047602] [INFO ] [sig       ] AZTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:00.186227] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/AZTA.txt
[2025-12-23T20:17:00.186355] [INFO ] [sig       ] [331/3557] Completed AZTA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:17:00.186395] [INFO ] [sig       ] [332/3557] Forecasting AZZ...
[2025-12-23T20:17:00.186424] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-23T20:17:00.186455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-23T20:17:00.198163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-23T20:17:00.198513] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-23T20:17:00.199303] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-23T20:17:00.199355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:00.199387] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:00.199412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:00.199468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:00.254416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:00.255179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:00.255257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:00.255289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:00.373621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:00.373786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:00.373828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:00.373858] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:00.377412] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-12-23T20:17:00.377730] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-23T20:17:00.377863] [INFO ] [sig       ] AZZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:00.517934] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/AZZ.txt
[2025-12-23T20:17:00.518078] [INFO ] [sig       ] [332/3557] Completed AZZ in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:17:00.518118] [INFO ] [sig       ] [333/3557] Forecasting BA...
[2025-12-23T20:17:00.518148] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-23T20:17:00.518179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-23T20:17:00.529551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-23T20:17:00.529889] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-23T20:17:00.530675] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-23T20:17:00.530738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:00.530799] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:00.530827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:00.530884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:00.586665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:00.587327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:00.587405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:00.587437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:00.713259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:00.713440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:00.713481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:00.713510] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:00.716962] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-23T20:17:00.717246] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-23T20:17:00.717378] [INFO ] [sig       ] BA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:00.857583] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BA.txt
[2025-12-23T20:17:00.857731] [INFO ] [sig       ] [333/3557] Completed BA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-23T20:17:00.857772] [INFO ] [sig       ] [334/3557] Forecasting BABA...
[2025-12-23T20:17:00.857802] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-23T20:17:00.857829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-23T20:17:00.872176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-23T20:17:00.872558] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-23T20:17:00.873353] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-23T20:17:00.873406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:00.873438] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:00.873465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:00.873521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:00.933046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:00.933851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:00.933930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:00.933963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:01.052656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:01.052815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:01.053043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:01.053072] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:01.056944] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-12-23T20:17:01.057215] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-23T20:17:01.057340] [INFO ] [sig       ] BABA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:01.198430] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BABA.txt
[2025-12-23T20:17:01.198566] [INFO ] [sig       ] [334/3557] Completed BABA in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:01.198624] [INFO ] [sig       ] [335/3557] Forecasting BABX...
[2025-12-23T20:17:01.198660] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-23T20:17:01.198690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-23T20:17:01.212239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-23T20:17:01.212615] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-23T20:17:01.213543] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-23T20:17:01.213626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:01.213683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:01.213719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:01.213796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:01.281061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:01.282025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:01.282114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:01.282148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:01.443263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:01.443448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:01.443504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:01.443545] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:01.448421] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=61.48%)
[2025-12-23T20:17:01.448826] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-23T20:17:01.449003] [INFO ] [sig       ] BABX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:01.617540] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BABX.txt
[2025-12-23T20:17:01.617748] [INFO ] [sig       ] [335/3557] Completed BABX in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-23T20:17:01.617792] [INFO ] [sig       ] [336/3557] Forecasting BAC...
[2025-12-23T20:17:01.618012] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-23T20:17:01.618041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-23T20:17:01.632633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-23T20:17:01.633067] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-23T20:17:01.633973] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-23T20:17:01.634038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:01.634071] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:01.634098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:01.634155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:01.692979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:01.693882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:01.693968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:01.694002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:01.818722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:01.818890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:01.818929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:01.819003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:01.822679] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-23T20:17:01.822982] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-23T20:17:01.823121] [INFO ] [sig       ] BAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:01.967492] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BAC.txt
[2025-12-23T20:17:01.967648] [INFO ] [sig       ] [336/3557] Completed BAC in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:01.967690] [INFO ] [sig       ] [337/3557] Forecasting BAH...
[2025-12-23T20:17:01.967719] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-23T20:17:01.967751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-23T20:17:01.980147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-23T20:17:01.980641] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-23T20:17:01.981624] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-23T20:17:01.981683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:01.981715] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:01.981742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:01.981800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:02.037385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:02.038125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:02.038203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:02.038235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:02.160590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:02.160746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:02.160786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:02.160815] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:02.164118] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-23T20:17:02.164383] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-23T20:17:02.164505] [INFO ] [sig       ] BAH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:02.306333] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BAH.txt
[2025-12-23T20:17:02.306504] [INFO ] [sig       ] [337/3557] Completed BAH in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:02.306546] [INFO ] [sig       ] [338/3557] Forecasting BAK...
[2025-12-23T20:17:02.306594] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-23T20:17:02.306628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-23T20:17:02.318161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-23T20:17:02.318542] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-23T20:17:02.319377] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-23T20:17:02.319430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:02.319462] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:02.319489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:02.319546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:02.374912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:02.375798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:02.375881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:02.375912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:02.494631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:02.494796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:02.494836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:02.494866] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:02.498193] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-23T20:17:02.498473] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-23T20:17:02.498622] [INFO ] [sig       ] BAK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:02.638887] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BAK.txt
[2025-12-23T20:17:02.639046] [INFO ] [sig       ] [338/3557] Completed BAK in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:02.639087] [INFO ] [sig       ] [339/3557] Forecasting BALL...
[2025-12-23T20:17:02.639122] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-23T20:17:02.639156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-23T20:17:02.650376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-23T20:17:02.650725] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-23T20:17:02.651489] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-23T20:17:02.651542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:02.651603] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:02.651635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:02.651695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:02.707178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:02.708025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:02.708108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:02.708142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:02.824434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:02.824605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:02.824646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:02.824674] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:02.827990] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-23T20:17:02.828261] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-23T20:17:02.828390] [INFO ] [sig       ] BALL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:02.965532] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BALL.txt
[2025-12-23T20:17:02.965696] [INFO ] [sig       ] [339/3557] Completed BALL in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:02.965738] [INFO ] [sig       ] [340/3557] Forecasting BAM...
[2025-12-23T20:17:02.965768] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-23T20:17:02.965798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-23T20:17:02.976832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-23T20:17:02.977172] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-23T20:17:02.977955] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-23T20:17:02.978009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:02.978040] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:02.978066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:02.978120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:03.036764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:03.037688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:03.037767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:03.037799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:03.155263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:03.155425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:03.155468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:03.155504] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:03.158913] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-23T20:17:03.159195] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-23T20:17:03.159351] [INFO ] [sig       ] BAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:03.296382] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BAM.txt
[2025-12-23T20:17:03.296531] [INFO ] [sig       ] [340/3557] Completed BAM in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:03.296586] [INFO ] [sig       ] [341/3557] Forecasting BANC...
[2025-12-23T20:17:03.296619] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-23T20:17:03.296650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-23T20:17:03.308397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-23T20:17:03.308748] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-23T20:17:03.309637] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-23T20:17:03.309695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:03.309728] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:03.309754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:03.309810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:03.364961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:03.365704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:03.365785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:03.365818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:03.485504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:03.485677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:03.485717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:03.485748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:03.489142] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-23T20:17:03.489446] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-23T20:17:03.489595] [INFO ] [sig       ] BANC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:03.627935] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BANC.txt
[2025-12-23T20:17:03.628075] [INFO ] [sig       ] [341/3557] Completed BANC in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:03.628113] [INFO ] [sig       ] [342/3557] Forecasting BAND...
[2025-12-23T20:17:03.628142] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-23T20:17:03.628171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-23T20:17:03.640061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-23T20:17:03.640381] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-23T20:17:03.641236] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-23T20:17:03.641290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:03.641322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:03.641350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:03.641406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:03.703885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:03.704688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:03.704771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:03.704805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:03.841767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:03.841976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:03.842036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:03.842098] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:03.845779] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-23T20:17:03.846070] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-23T20:17:03.846206] [INFO ] [sig       ] BAND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:03.998951] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BAND.txt
[2025-12-23T20:17:03.999111] [INFO ] [sig       ] [342/3557] Completed BAND in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:03.999170] [INFO ] [sig       ] [343/3557] Forecasting BANF...
[2025-12-23T20:17:03.999224] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-23T20:17:03.999273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-23T20:17:04.011665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-23T20:17:04.012032] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-23T20:17:04.012906] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-23T20:17:04.012968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:04.013002] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:04.013031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:04.013090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:04.077468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:04.078183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:04.078291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:04.078326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:04.204720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:04.204878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:04.204918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:04.204949] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:04.208701] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-23T20:17:04.209010] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-23T20:17:04.209146] [INFO ] [sig       ] BANF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:04.358452] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BANF.txt
[2025-12-23T20:17:04.358611] [INFO ] [sig       ] [343/3557] Completed BANF in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:04.358654] [INFO ] [sig       ] [344/3557] Forecasting BANX...
[2025-12-23T20:17:04.358695] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-23T20:17:04.358740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-23T20:17:04.370238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-23T20:17:04.370567] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-23T20:17:04.371613] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-23T20:17:04.371677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:04.371718] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:04.371754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:04.371825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:04.432906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:04.433902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:04.433983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:04.434190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:04.552361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:04.552529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:04.552589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:04.552621] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:04.556219] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-23T20:17:04.556528] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-23T20:17:04.556688] [INFO ] [sig       ] BANX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:04.701888] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BANX.txt
[2025-12-23T20:17:04.702069] [INFO ] [sig       ] [344/3557] Completed BANX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:04.702114] [INFO ] [sig       ] [345/3557] Forecasting BAP...
[2025-12-23T20:17:04.702145] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-23T20:17:04.702177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-23T20:17:04.714070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-23T20:17:04.714461] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-23T20:17:04.715268] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-23T20:17:04.715322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:04.715354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:04.715399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:04.715455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:04.774497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:04.775380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:04.775463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:04.775496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:04.892177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:04.892311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:04.892348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:04.892377] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:04.895702] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-12-23T20:17:04.895976] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-23T20:17:04.896102] [INFO ] [sig       ] BAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:05.038291] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BAP.txt
[2025-12-23T20:17:05.038448] [INFO ] [sig       ] [345/3557] Completed BAP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:05.038490] [INFO ] [sig       ] [346/3557] Forecasting BATRA...
[2025-12-23T20:17:05.038520] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-23T20:17:05.038551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-23T20:17:05.050542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-23T20:17:05.050838] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-23T20:17:05.051615] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-23T20:17:05.051667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:05.051699] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:05.051736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:05.051793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:05.109657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:05.110412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:05.110488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:05.110520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:05.229304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:05.229455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:05.229494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:05.229522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:05.233238] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-23T20:17:05.233508] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-23T20:17:05.233649] [INFO ] [sig       ] BATRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:05.373736] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BATRA.txt
[2025-12-23T20:17:05.373877] [INFO ] [sig       ] [346/3557] Completed BATRA in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:05.373916] [INFO ] [sig       ] [347/3557] Forecasting BATRK...
[2025-12-23T20:17:05.373946] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-23T20:17:05.373974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-23T20:17:05.388363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-23T20:17:05.388777] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-23T20:17:05.389673] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-23T20:17:05.389729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:05.389762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:05.389789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:05.389846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:05.448301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:05.449259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:05.449355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:05.449400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:05.573203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:05.573429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:05.573486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:05.573516] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:05.577198] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-12-23T20:17:05.577490] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-23T20:17:05.577650] [INFO ] [sig       ] BATRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:05.723708] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BATRK.txt
[2025-12-23T20:17:05.723879] [INFO ] [sig       ] [347/3557] Completed BATRK in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:05.723920] [INFO ] [sig       ] [348/3557] Forecasting BAX...
[2025-12-23T20:17:05.723950] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-23T20:17:05.723980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-23T20:17:05.736407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-23T20:17:05.736811] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-23T20:17:05.737689] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-23T20:17:05.737747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:05.737780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:05.737808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:05.737865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:05.796570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:05.797438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:05.797521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:05.797553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:05.926088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:05.926253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:05.926296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:05.926326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:05.929821] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-23T20:17:05.930126] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-23T20:17:05.930261] [INFO ] [sig       ] BAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:06.073676] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BAX.txt
[2025-12-23T20:17:06.073839] [INFO ] [sig       ] [348/3557] Completed BAX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:06.073880] [INFO ] [sig       ] [349/3557] Forecasting BB...
[2025-12-23T20:17:06.073911] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-23T20:17:06.073941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-23T20:17:06.084860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-23T20:17:06.085176] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-23T20:17:06.085991] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-23T20:17:06.086045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:06.086077] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:06.086103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:06.086159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:06.141878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:06.142809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:06.142919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:06.142958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:06.268316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:06.268480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:06.268522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:06.268553] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:06.272645] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-12-23T20:17:06.273214] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-23T20:17:06.273367] [INFO ] [sig       ] BB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:06.418264] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BB.txt
[2025-12-23T20:17:06.418417] [INFO ] [sig       ] [349/3557] Completed BB in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-23T20:17:06.418459] [INFO ] [sig       ] [350/3557] Forecasting BBAI...
[2025-12-23T20:17:06.418490] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-23T20:17:06.418525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-23T20:17:06.432721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-23T20:17:06.433306] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-23T20:17:06.434267] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-23T20:17:06.434328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:06.434401] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:06.434431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:06.434491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:06.493953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:06.495117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:06.495209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:06.495243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:06.617644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:06.617806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:06.617849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:06.617878] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:06.621450] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-23T20:17:06.621763] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-23T20:17:06.621900] [INFO ] [sig       ] BBAI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:06.763856] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBAI.txt
[2025-12-23T20:17:06.764025] [INFO ] [sig       ] [350/3557] Completed BBAI in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-23T20:17:06.764067] [INFO ] [sig       ] [351/3557] Forecasting BBCP...
[2025-12-23T20:17:06.764098] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-23T20:17:06.764130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-23T20:17:06.776813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-23T20:17:06.777141] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-23T20:17:06.777992] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-23T20:17:06.778048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:06.778079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:06.778105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:06.778161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:06.837667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:06.838640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:06.838728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:06.838760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:06.970288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:06.970435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:06.970478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:06.970508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:06.974085] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-23T20:17:06.974411] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-23T20:17:06.974542] [INFO ] [sig       ] BBCP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:07.125842] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBCP.txt
[2025-12-23T20:17:07.126055] [INFO ] [sig       ] [351/3557] Completed BBCP in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:07.126099] [INFO ] [sig       ] [352/3557] Forecasting BBD...
[2025-12-23T20:17:07.126131] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-23T20:17:07.126161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-23T20:17:07.137903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-23T20:17:07.138234] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-23T20:17:07.139048] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-23T20:17:07.139103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:07.139136] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:07.139163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:07.139245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:07.198496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:07.199237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:07.199319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:07.199351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:07.320695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:07.320850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:07.320890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:07.320919] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:07.324346] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-23T20:17:07.324669] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-23T20:17:07.324804] [INFO ] [sig       ] BBD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:07.466610] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBD.txt
[2025-12-23T20:17:07.466755] [INFO ] [sig       ] [352/3557] Completed BBD in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:07.466795] [INFO ] [sig       ] [353/3557] Forecasting BBDO...
[2025-12-23T20:17:07.466824] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-23T20:17:07.466854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-23T20:17:07.478356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-23T20:17:07.478734] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-23T20:17:07.479561] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-23T20:17:07.479633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:07.479666] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:07.479692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:07.479751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:07.536428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:07.537217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:07.537300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:07.537334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:07.660635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:07.660793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:07.660833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:07.660895] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:07.664325] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-23T20:17:07.664626] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-23T20:17:07.664758] [INFO ] [sig       ] BBDO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:07.802132] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBDO.txt
[2025-12-23T20:17:07.802295] [INFO ] [sig       ] [353/3557] Completed BBDO in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:07.802335] [INFO ] [sig       ] [354/3557] Forecasting BBH...
[2025-12-23T20:17:07.802367] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-23T20:17:07.802397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-23T20:17:07.813384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-23T20:17:07.813784] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-23T20:17:07.814622] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-23T20:17:07.814677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:07.814711] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:07.814738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:07.814797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:07.873347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:07.874380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:07.874461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:07.874495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:07.980933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:07.981089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:07.981130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:07.981160] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:07.984563] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-23T20:17:07.984862] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-23T20:17:07.984997] [INFO ] [sig       ] BBH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:08.128949] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBH.txt
[2025-12-23T20:17:08.129116] [INFO ] [sig       ] [354/3557] Completed BBH in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:08.129157] [INFO ] [sig       ] [355/3557] Forecasting BBIO...
[2025-12-23T20:17:08.129188] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-23T20:17:08.129239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-23T20:17:08.140909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-23T20:17:08.141325] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-23T20:17:08.142165] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-23T20:17:08.142218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:08.142251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:08.142279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:08.142338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:08.201053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:08.201954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:08.202052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:08.202086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:08.348005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:08.348185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:08.348227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:08.348257] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:08.351942] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-23T20:17:08.352315] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-23T20:17:08.352468] [INFO ] [sig       ] BBIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:08.506621] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBIO.txt
[2025-12-23T20:17:08.506790] [INFO ] [sig       ] [355/3557] Completed BBIO in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:08.506835] [INFO ] [sig       ] [356/3557] Forecasting BBLG...
[2025-12-23T20:17:08.506867] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-23T20:17:08.506898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-23T20:17:08.528924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-23T20:17:08.529380] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-23T20:17:08.530370] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-23T20:17:08.530427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:08.530460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:08.530487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:08.530546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:08.591639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:08.592515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:08.592615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:08.592650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:08.711446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:08.711634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:08.711681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:08.711710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:08.715174] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-23T20:17:08.715439] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-23T20:17:08.715563] [INFO ] [sig       ] BBLG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:08.854492] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBLG.txt
[2025-12-23T20:17:08.854656] [INFO ] [sig       ] [356/3557] Completed BBLG in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:08.854698] [INFO ] [sig       ] [357/3557] Forecasting BBN...
[2025-12-23T20:17:08.854728] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-23T20:17:08.854757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-23T20:17:08.870313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-23T20:17:08.870815] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-23T20:17:08.871882] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-23T20:17:08.871950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:08.871996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:08.872035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:08.872118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:08.933269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:08.934175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:08.934261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:08.934294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:09.056482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:09.056687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:09.056742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:09.056781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:09.061960] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-23T20:17:09.062440] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-23T20:17:09.062658] [INFO ] [sig       ] BBN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:09.211062] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBN.txt
[2025-12-23T20:17:09.211224] [INFO ] [sig       ] [357/3557] Completed BBN in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:09.211265] [INFO ] [sig       ] [358/3557] Forecasting BBSI...
[2025-12-23T20:17:09.211296] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-23T20:17:09.211326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-23T20:17:09.222588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-23T20:17:09.222967] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-23T20:17:09.224017] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-23T20:17:09.224092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:09.224142] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:09.224180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:09.224262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:09.282413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:09.283250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:09.283334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:09.283368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:09.404102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:09.404260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:09.404300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:09.404329] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:09.407667] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-23T20:17:09.407948] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-23T20:17:09.408075] [INFO ] [sig       ] BBSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:09.546830] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBSI.txt
[2025-12-23T20:17:09.547187] [INFO ] [sig       ] [358/3557] Completed BBSI in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:09.547229] [INFO ] [sig       ] [359/3557] Forecasting BBUC...
[2025-12-23T20:17:09.547261] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-23T20:17:09.547292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-23T20:17:09.559610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-23T20:17:09.559974] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-23T20:17:09.560754] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-23T20:17:09.560818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:09.560851] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:09.560878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:09.560934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:09.619009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:09.619886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:09.619971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:09.620006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:09.741458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:09.741632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:09.741673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:09.741701] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:09.745202] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-12-23T20:17:09.745468] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-23T20:17:09.745608] [INFO ] [sig       ] BBUC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:09.886400] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBUC.txt
[2025-12-23T20:17:09.886529] [INFO ] [sig       ] [359/3557] Completed BBUC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:09.886584] [INFO ] [sig       ] [360/3557] Forecasting BBVA...
[2025-12-23T20:17:09.886617] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-23T20:17:09.886646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-23T20:17:09.898834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-23T20:17:09.899263] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-23T20:17:09.900121] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-23T20:17:09.900176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:09.900208] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:09.900236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:09.900293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:09.968887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:09.969985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:09.970121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:09.970156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:10.097979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:10.098156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:10.098199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:10.098228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:10.103084] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-23T20:17:10.103507] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-23T20:17:10.103687] [INFO ] [sig       ] BBVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:10.252439] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BBVA.txt
[2025-12-23T20:17:10.252616] [INFO ] [sig       ] [360/3557] Completed BBVA in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:10.252658] [INFO ] [sig       ] [361/3557] Forecasting BBWI...
[2025-12-23T20:17:10.252688] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-23T20:17:10.252719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-23T20:17:10.264666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-23T20:17:10.264996] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-23T20:17:10.265773] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-23T20:17:10.265824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:10.265856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:10.265883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:10.265938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:10.321313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:10.322104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:10.322185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:10.322218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:10.442948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:10.443105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:10.443144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:10.443173] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:10.446473] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-23T20:17:10.446763] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-23T20:17:10.446893] [INFO ] [sig       ] BBWI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:10.583194] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBWI.txt
[2025-12-23T20:17:10.583302] [INFO ] [sig       ] [361/3557] Completed BBWI in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:10.583341] [INFO ] [sig       ] [362/3557] Forecasting BBY...
[2025-12-23T20:17:10.583369] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-23T20:17:10.583399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-23T20:17:10.594448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-23T20:17:10.594724] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-23T20:17:10.595458] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-23T20:17:10.595510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:10.595541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:10.595584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:10.595643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:10.652046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:10.652633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:10.652707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:10.652739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:10.774820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:10.774934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:10.774970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:10.774997] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:10.778111] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=75.50%)
[2025-12-23T20:17:10.778376] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-23T20:17:10.778495] [INFO ] [sig       ] BBY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:10.916462] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BBY.txt
[2025-12-23T20:17:10.916585] [INFO ] [sig       ] [362/3557] Completed BBY in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:10.916632] [INFO ] [sig       ] [363/3557] Forecasting BC...
[2025-12-23T20:17:10.916663] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-23T20:17:10.916691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-23T20:17:10.927837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-23T20:17:10.928091] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-23T20:17:10.928837] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-23T20:17:10.928889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:10.928921] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:10.928947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:10.929002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:10.986247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:10.986851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:10.986924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:10.986955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:11.104743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:11.104845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:11.104880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:11.104908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:11.107994] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-23T20:17:11.108252] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-23T20:17:11.108373] [INFO ] [sig       ] BC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:11.245807] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BC.txt
[2025-12-23T20:17:11.245932] [INFO ] [sig       ] [363/3557] Completed BC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:11.245971] [INFO ] [sig       ] [364/3557] Forecasting BCAL...
[2025-12-23T20:17:11.246000] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-23T20:17:11.246029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-23T20:17:11.258393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-23T20:17:11.258824] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-23T20:17:11.259719] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-23T20:17:11.259774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:11.259809] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:11.259836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:11.259894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:11.320562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:11.321549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:11.321659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:11.321701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:11.443505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:11.443710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:11.443757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:11.443810] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:11.447389] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-23T20:17:11.447706] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-23T20:17:11.447858] [INFO ] [sig       ] BCAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:11.587590] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCAL.txt
[2025-12-23T20:17:11.587801] [INFO ] [sig       ] [364/3557] Completed BCAL in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-23T20:17:11.587852] [INFO ] [sig       ] [365/3557] Forecasting BCAX...
[2025-12-23T20:17:11.587885] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-23T20:17:11.587919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-23T20:17:11.599967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-23T20:17:11.600367] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-23T20:17:11.601207] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-23T20:17:11.601263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:11.601297] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:11.601326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:11.601384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:11.658706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:11.659705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:11.659801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:11.659834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:11.781791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:11.781964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:11.782006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:11.782034] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:11.785545] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-23T20:17:11.785845] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-23T20:17:11.785974] [INFO ] [sig       ] BCAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:11.922939] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCAX.txt
[2025-12-23T20:17:11.923056] [INFO ] [sig       ] [365/3557] Completed BCAX in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-23T20:17:11.923094] [INFO ] [sig       ] [366/3557] Forecasting BCBP...
[2025-12-23T20:17:11.923123] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-23T20:17:11.923151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-23T20:17:11.934340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-23T20:17:11.934663] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-23T20:17:11.935441] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-23T20:17:11.935494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:11.935526] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:11.935552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:11.935626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:11.990888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:11.991656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:11.991738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:11.991769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:12.105683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:12.105851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:12.105909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:12.105938] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:12.109397] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-23T20:17:12.109688] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-23T20:17:12.109815] [INFO ] [sig       ] BCBP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:12.246255] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCBP.txt
[2025-12-23T20:17:12.246393] [INFO ] [sig       ] [366/3557] Completed BCBP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-23T20:17:12.246432] [INFO ] [sig       ] [367/3557] Forecasting BCC...
[2025-12-23T20:17:12.246461] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-23T20:17:12.246491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-23T20:17:12.258264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-23T20:17:12.258552] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-23T20:17:12.259357] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-23T20:17:12.259409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:12.259467] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:12.259495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:12.259550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:12.314525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:12.315155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:12.315231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:12.315263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:12.431117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:12.431267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:12.431306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:12.431333] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:12.434641] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-23T20:17:12.434911] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-23T20:17:12.435034] [INFO ] [sig       ] BCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:12.578546] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCC.txt
[2025-12-23T20:17:12.578731] [INFO ] [sig       ] [367/3557] Completed BCC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-23T20:17:12.578772] [INFO ] [sig       ] [368/3557] Forecasting BCDA...
[2025-12-23T20:17:12.578802] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-23T20:17:12.578833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-23T20:17:12.590554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-23T20:17:12.590987] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-23T20:17:12.591860] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-23T20:17:12.591918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:12.591949] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:12.591976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:12.592032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:12.649703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:12.650610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:12.650709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:12.650741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:12.765181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:12.765279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:12.765315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:12.765342] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:12.768421] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-23T20:17:12.768705] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-23T20:17:12.768828] [INFO ] [sig       ] BCDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:12.906055] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCDA.txt
[2025-12-23T20:17:12.906167] [INFO ] [sig       ] [368/3557] Completed BCDA in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-23T20:17:12.906205] [INFO ] [sig       ] [369/3557] Forecasting BCE...
[2025-12-23T20:17:12.906234] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-23T20:17:12.906264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-23T20:17:12.918730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-23T20:17:12.918999] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-23T20:17:12.919790] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-23T20:17:12.919843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:12.919876] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:12.919903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:12.919959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:12.975105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:12.975718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:12.975793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:12.975824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:13.094679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:13.094781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:13.094816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:13.094843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:13.097932] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-23T20:17:13.098196] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-23T20:17:13.098318] [INFO ] [sig       ] BCE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:13.235111] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCE.txt
[2025-12-23T20:17:13.235216] [INFO ] [sig       ] [369/3557] Completed BCE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:13.235254] [INFO ] [sig       ] [370/3557] Forecasting BCH...
[2025-12-23T20:17:13.235282] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-23T20:17:13.235311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-23T20:17:13.246480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-23T20:17:13.246769] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-23T20:17:13.247514] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-23T20:17:13.247566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:13.247626] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:13.247655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:13.247710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:13.302542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:13.303157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:13.303232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:13.303264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:13.421106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:13.421210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:13.421247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:13.421304] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:13.424676] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-23T20:17:13.424948] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-23T20:17:13.425071] [INFO ] [sig       ] BCH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:13.563912] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCH.txt
[2025-12-23T20:17:13.564022] [INFO ] [sig       ] [370/3557] Completed BCH in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:13.564060] [INFO ] [sig       ] [371/3557] Forecasting BCML...
[2025-12-23T20:17:13.564089] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-23T20:17:13.564118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-23T20:17:13.574742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-23T20:17:13.575043] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-23T20:17:13.576273] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-23T20:17:13.576325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:13.576356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:13.576381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:13.576437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:13.632081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:13.632693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:13.632771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:13.632802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:13.740375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:13.740493] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:17:13.740532] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:13.740559] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:13.743718] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-23T20:17:13.743982] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-23T20:17:13.744114] [INFO ] [sig       ] BCML: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:13.894033] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCML.txt
[2025-12-23T20:17:13.894156] [INFO ] [sig       ] [371/3557] Completed BCML in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:13.894194] [INFO ] [sig       ] [372/3557] Forecasting BCO...
[2025-12-23T20:17:13.894224] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-23T20:17:13.894254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-23T20:17:13.907459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-23T20:17:13.907773] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-23T20:17:13.908527] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-23T20:17:13.908595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:13.908628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:13.908654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:13.908711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:13.964066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:13.964661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:13.964740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:13.964770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:14.082482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:14.082587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:14.082624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:14.082652] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:14.085681] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-23T20:17:14.085942] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-23T20:17:14.086066] [INFO ] [sig       ] BCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:14.222589] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCO.txt
[2025-12-23T20:17:14.222757] [INFO ] [sig       ] [372/3557] Completed BCO in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:14.222797] [INFO ] [sig       ] [373/3557] Forecasting BCPC...
[2025-12-23T20:17:14.222827] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-23T20:17:14.222856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-23T20:17:14.236382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-23T20:17:14.236776] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-23T20:17:14.237758] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-23T20:17:14.237811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:14.237841] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:14.237867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:14.237921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:14.295097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:14.295917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:14.295999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:14.296032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:14.413457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:14.413638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:14.413681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:14.413710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:14.417338] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-23T20:17:14.417711] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-23T20:17:14.417852] [INFO ] [sig       ] BCPC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:14.556538] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCPC.txt
[2025-12-23T20:17:14.556711] [INFO ] [sig       ] [373/3557] Completed BCPC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:14.556751] [INFO ] [sig       ] [374/3557] Forecasting BCRX...
[2025-12-23T20:17:14.556787] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-23T20:17:14.556818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-23T20:17:14.571381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-23T20:17:14.571917] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-23T20:17:14.572767] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-23T20:17:14.572822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:14.572854] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:14.572881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:14.572936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:14.639190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:14.640223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:14.640317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:14.640350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:14.773987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:14.774158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:14.774197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:14.774225] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:14.777696] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-23T20:17:14.778012] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-23T20:17:14.778155] [INFO ] [sig       ] BCRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:14.917181] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCRX.txt
[2025-12-23T20:17:14.917343] [INFO ] [sig       ] [374/3557] Completed BCRX in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:14.917385] [INFO ] [sig       ] [375/3557] Forecasting BCS...
[2025-12-23T20:17:14.917415] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-23T20:17:14.917444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-23T20:17:14.929492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-23T20:17:14.929907] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-23T20:17:14.930722] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-23T20:17:14.930777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:14.930810] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:14.930838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:14.930895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:14.988310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:14.989185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:14.989292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:14.989325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:15.108139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:15.108308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:15.108347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:15.108377] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:15.111827] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-23T20:17:15.112107] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-23T20:17:15.112233] [INFO ] [sig       ] BCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:15.253082] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCS.txt
[2025-12-23T20:17:15.253247] [INFO ] [sig       ] [375/3557] Completed BCS in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:15.253287] [INFO ] [sig       ] [376/3557] Forecasting BCSF...
[2025-12-23T20:17:15.253319] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-23T20:17:15.253348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-23T20:17:15.264728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-23T20:17:15.265058] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-23T20:17:15.265839] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-23T20:17:15.265891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:15.265923] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:15.265949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:15.266010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:15.322199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:15.323035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:15.323117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:15.323150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:15.442806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:15.442973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:15.443019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:15.443048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:15.446467] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-12-23T20:17:15.446768] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-23T20:17:15.446901] [INFO ] [sig       ] BCSF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:15.589688] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BCSF.txt
[2025-12-23T20:17:15.589865] [INFO ] [sig       ] [376/3557] Completed BCSF in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-23T20:17:15.589912] [INFO ] [sig       ] [377/3557] Forecasting BCTX...
[2025-12-23T20:17:15.589943] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-23T20:17:15.589974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-23T20:17:15.601920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-23T20:17:15.602296] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-23T20:17:15.603085] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-23T20:17:15.603138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:15.603169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:15.603195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:15.603251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:15.660604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:15.661491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:15.661635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:15.661671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:15.788188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:15.788359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:15.788407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:15.788463] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:15.792245] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-12-23T20:17:15.792554] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-23T20:17:15.792721] [INFO ] [sig       ] BCTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:15.955892] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCTX.txt
[2025-12-23T20:17:15.956066] [INFO ] [sig       ] [377/3557] Completed BCTX in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:15.956120] [INFO ] [sig       ] [378/3557] Forecasting BCX...
[2025-12-23T20:17:15.956157] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-23T20:17:15.956195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-23T20:17:15.968474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-23T20:17:15.968945] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-23T20:17:15.969892] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-23T20:17:15.969948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:15.969983] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:15.970026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:15.970087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:16.032900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:16.033779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:16.033865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:16.033899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:16.168506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:16.168695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:16.168740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:16.168769] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:16.172803] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-23T20:17:16.173141] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-23T20:17:16.173283] [INFO ] [sig       ] BCX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:16.329037] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCX.txt
[2025-12-23T20:17:16.329433] [INFO ] [sig       ] [378/3557] Completed BCX in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:16.329477] [INFO ] [sig       ] [379/3557] Forecasting BCYC...
[2025-12-23T20:17:16.329508] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-23T20:17:16.329546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-23T20:17:16.342701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-23T20:17:16.343033] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-23T20:17:16.343816] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-23T20:17:16.343868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:16.343899] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:16.343926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:16.343986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:16.400715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:16.401347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:16.401428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:16.401460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:16.525258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:16.525629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:16.525671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:16.525698] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:16.529053] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-12-23T20:17:16.529356] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-23T20:17:16.529484] [INFO ] [sig       ] BCYC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:16.665950] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BCYC.txt
[2025-12-23T20:17:16.666079] [INFO ] [sig       ] [379/3557] Completed BCYC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:16.666116] [INFO ] [sig       ] [380/3557] Forecasting BDC...
[2025-12-23T20:17:16.666145] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-23T20:17:16.666358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-23T20:17:16.679127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-23T20:17:16.679532] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-23T20:17:16.680660] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-23T20:17:16.680715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:16.680747] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:16.680774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:16.680831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:16.742195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:16.743003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:16.743099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:16.743134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:16.869631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:16.869804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:16.869844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:16.869873] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:16.873224] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-23T20:17:16.873497] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-23T20:17:16.873644] [INFO ] [sig       ] BDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:17.021978] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BDC.txt
[2025-12-23T20:17:17.022191] [INFO ] [sig       ] [380/3557] Completed BDC in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:17.022233] [INFO ] [sig       ] [381/3557] Forecasting BDJ...
[2025-12-23T20:17:17.022264] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-23T20:17:17.022294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-23T20:17:17.034169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-23T20:17:17.034566] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-23T20:17:17.035373] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-23T20:17:17.035426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:17.035459] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:17.035485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:17.035556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:17.090710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:17.091553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:17.091657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:17.091690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:17.209597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:17.209776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:17.209816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:17.209844] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:17.213220] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-23T20:17:17.213509] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-23T20:17:17.213659] [INFO ] [sig       ] BDJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:17.351900] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BDJ.txt
[2025-12-23T20:17:17.352064] [INFO ] [sig       ] [381/3557] Completed BDJ in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:17.352104] [INFO ] [sig       ] [382/3557] Forecasting BDN...
[2025-12-23T20:17:17.352134] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-23T20:17:17.352164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-23T20:17:17.364227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-23T20:17:17.364636] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-23T20:17:17.365486] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-23T20:17:17.365542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:17.365594] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:17.365626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:17.365689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:17.429144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:17.429989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:17.430075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:17.430111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:17.557824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:17.557978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:17.558019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:17.558047] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:17.561419] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-23T20:17:17.561719] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-23T20:17:17.561846] [INFO ] [sig       ] BDN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:17.702901] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BDN.txt
[2025-12-23T20:17:17.703051] [INFO ] [sig       ] [382/3557] Completed BDN in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:17.703093] [INFO ] [sig       ] [383/3557] Forecasting BDRX...
[2025-12-23T20:17:17.703123] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-23T20:17:17.703152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-23T20:17:17.715181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-23T20:17:17.715478] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-23T20:17:17.716461] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-23T20:17:17.716525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:17.716559] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:17.716608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:17.716667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:17.774792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:17.775641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:17.775742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:17.775775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:17.893729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:17.893880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:17.893919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:17.893949] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:17.897266] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-23T20:17:17.897532] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-23T20:17:17.897674] [INFO ] [sig       ] BDRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:18.035522] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BDRX.txt
[2025-12-23T20:17:18.035652] [INFO ] [sig       ] [383/3557] Completed BDRX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:18.035692] [INFO ] [sig       ] [384/3557] Forecasting BDSX...
[2025-12-23T20:17:18.035722] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-23T20:17:18.035752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-23T20:17:18.048543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-23T20:17:18.048851] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-23T20:17:18.049661] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-23T20:17:18.049713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:18.049770] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:18.049798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:18.049853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:18.107847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:18.108876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:18.108955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:18.108987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:18.223124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:18.223271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:18.223311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:18.223341] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:18.226803] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-12-23T20:17:18.227076] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-23T20:17:18.227200] [INFO ] [sig       ] BDSX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:18.368451] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BDSX.txt
[2025-12-23T20:17:18.368600] [INFO ] [sig       ] [384/3557] Completed BDSX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:18.368640] [INFO ] [sig       ] [385/3557] Forecasting BDTX...
[2025-12-23T20:17:18.368670] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-23T20:17:18.368700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-23T20:17:18.383952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-23T20:17:18.384407] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-23T20:17:18.385407] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-23T20:17:18.385469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:18.385506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:18.385541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:18.385647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:18.446596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:18.447474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:18.447560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:18.447696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:18.570545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:18.570727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:18.570771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:18.570800] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:18.574309] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=65.93%)
[2025-12-23T20:17:18.574680] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-23T20:17:18.574848] [INFO ] [sig       ] BDTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:18.718189] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BDTX.txt
[2025-12-23T20:17:18.718333] [INFO ] [sig       ] [385/3557] Completed BDTX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-23T20:17:18.718373] [INFO ] [sig       ] [386/3557] Forecasting BDX...
[2025-12-23T20:17:18.718404] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-23T20:17:18.718434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-23T20:17:18.729873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-23T20:17:18.730201] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-23T20:17:18.730986] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-23T20:17:18.731039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:18.731071] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:18.731098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:18.731154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:18.786629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:18.787450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:18.787529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:18.787562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:18.908461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:18.908639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:18.908681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:18.908710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:18.912081] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-23T20:17:18.912348] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-23T20:17:18.912470] [INFO ] [sig       ] BDX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:19.049660] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BDX.txt
[2025-12-23T20:17:19.049823] [INFO ] [sig       ] [386/3557] Completed BDX in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-23T20:17:19.049868] [INFO ] [sig       ] [387/3557] Forecasting BE...
[2025-12-23T20:17:19.049900] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-23T20:17:19.049932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-23T20:17:19.061362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-23T20:17:19.061754] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-23T20:17:19.062526] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-23T20:17:19.062602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:19.062636] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:19.062662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:19.062718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:19.118199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:19.119042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:19.119122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:19.119155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:19.234980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:19.235135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:19.235174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:19.235230] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:19.238533] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-23T20:17:19.238819] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-23T20:17:19.238941] [INFO ] [sig       ] BE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:19.384200] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BE.txt
[2025-12-23T20:17:19.384360] [INFO ] [sig       ] [387/3557] Completed BE in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-23T20:17:19.384400] [INFO ] [sig       ] [388/3557] Forecasting BEAM...
[2025-12-23T20:17:19.384431] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-23T20:17:19.384463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-23T20:17:19.395759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-23T20:17:19.396094] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-23T20:17:19.396890] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-23T20:17:19.396944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:19.396976] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:19.397003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:19.397059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:19.452290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:19.453117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:19.453215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:19.453249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:19.567685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:19.567846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:19.567887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:19.567915] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:19.571285] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-12-23T20:17:19.571589] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-23T20:17:19.571738] [INFO ] [sig       ] BEAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:19.713328] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BEAM.txt
[2025-12-23T20:17:19.713706] [INFO ] [sig       ] [388/3557] Completed BEAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-23T20:17:19.713748] [INFO ] [sig       ] [389/3557] Forecasting BEEM...
[2025-12-23T20:17:19.713778] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-23T20:17:19.713809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-23T20:17:19.726569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-23T20:17:19.726935] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-23T20:17:19.727908] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-23T20:17:19.727961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:19.727992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:19.728017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:19.728073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:19.784642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:19.785478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:19.785559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:19.785612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:19.899887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:19.900042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:19.900082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:19.900110] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:19.903403] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-23T20:17:19.903687] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-23T20:17:19.903810] [INFO ] [sig       ] BEEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:20.040881] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BEEM.txt
[2025-12-23T20:17:20.041014] [INFO ] [sig       ] [389/3557] Completed BEEM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-23T20:17:20.041052] [INFO ] [sig       ] [390/3557] Forecasting BEEP...
[2025-12-23T20:17:20.041081] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-23T20:17:20.041113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-23T20:17:20.052312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-23T20:17:20.052664] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-23T20:17:20.053425] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-23T20:17:20.053477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:20.053508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:20.053535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:20.053610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:20.109105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:20.109918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:20.109999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:20.110030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:20.221213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:20.221368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:20.221425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:20.221455] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:20.224971] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-23T20:17:20.225289] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-23T20:17:20.225426] [INFO ] [sig       ] BEEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:20.366172] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BEEP.txt
[2025-12-23T20:17:20.366316] [INFO ] [sig       ] [390/3557] Completed BEEP in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-23T20:17:20.366355] [INFO ] [sig       ] [391/3557] Forecasting BEKE...
[2025-12-23T20:17:20.366384] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-23T20:17:20.366414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-23T20:17:20.377688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-23T20:17:20.377997] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-23T20:17:20.378777] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-23T20:17:20.378829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:20.378860] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:20.378885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:20.378939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:20.434419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:20.435072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:20.435152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:20.435186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:20.551461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:20.551639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:20.551699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:20.551728] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:20.555105] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2025-12-23T20:17:20.555383] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-23T20:17:20.555511] [INFO ] [sig       ] BEKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:20.692600] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BEKE.txt
[2025-12-23T20:17:20.692762] [INFO ] [sig       ] [391/3557] Completed BEKE in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:20.692802] [INFO ] [sig       ] [392/3557] Forecasting BELFA...
[2025-12-23T20:17:20.692832] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-23T20:17:20.692861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-23T20:17:20.703821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-23T20:17:20.704160] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-23T20:17:20.704938] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-23T20:17:20.704990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:20.705021] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:20.705047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:20.705101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:20.762901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:20.763761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:20.763840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:20.763872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:20.867264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:20.867416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:20.867456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:20.867484] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:20.870846] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-23T20:17:20.871126] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-23T20:17:20.871252] [INFO ] [sig       ] BELFA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:21.079626] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BELFA.txt
[2025-12-23T20:17:21.079772] [INFO ] [sig       ] [392/3557] Completed BELFA in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:21.079814] [INFO ] [sig       ] [393/3557] Forecasting BELFB...
[2025-12-23T20:17:21.079846] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-23T20:17:21.079877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-23T20:17:21.091847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-23T20:17:21.092180] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-23T20:17:21.093029] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-23T20:17:21.093084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:21.093117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:21.093145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:21.093203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:21.149327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:21.149975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:21.150056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:21.150090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:21.269764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:21.269915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:21.269955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:21.269986] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:21.273378] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=48.63%)
[2025-12-23T20:17:21.273678] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-23T20:17:21.273810] [INFO ] [sig       ] BELFB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:21.419431] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BELFB.txt
[2025-12-23T20:17:21.419615] [INFO ] [sig       ] [393/3557] Completed BELFB in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:21.419660] [INFO ] [sig       ] [394/3557] Forecasting BEN...
[2025-12-23T20:17:21.419692] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-23T20:17:21.419723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-23T20:17:21.431545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-23T20:17:21.431969] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-23T20:17:21.432819] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-23T20:17:21.432873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:21.432919] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:21.432950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:21.433008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:21.489882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:21.490724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:21.490833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:21.490886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:21.608381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:21.608518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:21.608558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:21.608605] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:21.611894] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-12-23T20:17:21.612161] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-23T20:17:21.612284] [INFO ] [sig       ] BEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:21.750675] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BEN.txt
[2025-12-23T20:17:21.750818] [INFO ] [sig       ] [394/3557] Completed BEN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:21.750858] [INFO ] [sig       ] [395/3557] Forecasting BEP...
[2025-12-23T20:17:21.750888] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-23T20:17:21.750917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-23T20:17:21.763906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-23T20:17:21.764299] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-23T20:17:21.765349] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-23T20:17:21.765405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:21.765438] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:21.765492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:21.765563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:21.827720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:21.828832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:21.828914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:21.828947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:21.950397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:21.950566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:21.950628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:21.950658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:21.954092] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-23T20:17:21.954371] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-23T20:17:21.954501] [INFO ] [sig       ] BEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:22.094913] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BEP.txt
[2025-12-23T20:17:22.095072] [INFO ] [sig       ] [395/3557] Completed BEP in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:22.095112] [INFO ] [sig       ] [396/3557] Forecasting BEPH...
[2025-12-23T20:17:22.095144] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-23T20:17:22.095177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-23T20:17:22.106305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-23T20:17:22.106607] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-23T20:17:22.107367] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-23T20:17:22.107418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:22.107449] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:22.107475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:22.107530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:22.165344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:22.165969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:22.166044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:22.166076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:22.282041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:22.282179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:22.282218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:22.282245] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:22.285507] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-23T20:17:22.285792] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-23T20:17:22.285917] [INFO ] [sig       ] BEPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:22.427748] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BEPH.txt
[2025-12-23T20:17:22.427922] [INFO ] [sig       ] [396/3557] Completed BEPH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:22.427963] [INFO ] [sig       ] [397/3557] Forecasting BEPI...
[2025-12-23T20:17:22.428002] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-23T20:17:22.428063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-23T20:17:22.438826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-23T20:17:22.439262] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-23T20:17:22.440162] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-23T20:17:22.440219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:22.440253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:22.440281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:22.440338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:22.498081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:22.498947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:22.499061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:22.499097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:22.605894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:22.606049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:22.606088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:22.606116] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:22.609931] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-23T20:17:22.610207] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-23T20:17:22.610332] [INFO ] [sig       ] BEPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:22.748262] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BEPI.txt
[2025-12-23T20:17:22.748406] [INFO ] [sig       ] [397/3557] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:22.748446] [INFO ] [sig       ] [398/3557] Forecasting BFAM...
[2025-12-23T20:17:22.748482] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-23T20:17:22.748513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-23T20:17:22.759507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-23T20:17:22.759826] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-23T20:17:22.760621] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-23T20:17:22.760675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:22.760707] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:22.760734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:22.760789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:22.815914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:22.816544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:22.816637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:22.816670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:22.934363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:22.934510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:22.934548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:22.934593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:22.937868] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-23T20:17:22.938140] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-23T20:17:22.938267] [INFO ] [sig       ] BFAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:23.075537] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BFAM.txt
[2025-12-23T20:17:23.075678] [INFO ] [sig       ] [398/3557] Completed BFAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:23.075719] [INFO ] [sig       ] [399/3557] Forecasting BFC...
[2025-12-23T20:17:23.075756] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-23T20:17:23.075785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-23T20:17:23.087139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-23T20:17:23.087722] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-23T20:17:23.088493] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-23T20:17:23.088545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:23.088606] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:23.088636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:23.088692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:23.145245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:23.146085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:23.146165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:23.146200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:23.256642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:23.256774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:23.256811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:23.256848] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:23.260105] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-23T20:17:23.260377] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-23T20:17:23.260503] [INFO ] [sig       ] BFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:23.398525] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BFC.txt
[2025-12-23T20:17:23.398738] [INFO ] [sig       ] [399/3557] Completed BFC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:23.398797] [INFO ] [sig       ] [400/3557] Forecasting BFH...
[2025-12-23T20:17:23.398831] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-23T20:17:23.398860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-23T20:17:23.410353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-23T20:17:23.410727] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-23T20:17:23.411527] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-23T20:17:23.411600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:23.411636] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:23.411665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:23.411722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:23.470295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:23.471390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:23.471475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:23.471508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:23.605300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:23.605465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:23.605507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:23.605536] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:23.608983] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-23T20:17:23.609296] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-23T20:17:23.609434] [INFO ] [sig       ] BFH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:23.750460] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BFH.txt
[2025-12-23T20:17:23.750629] [INFO ] [sig       ] [400/3557] Completed BFH in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:23.750672] [INFO ] [sig       ] [401/3557] Forecasting BFIN...
[2025-12-23T20:17:23.750704] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-23T20:17:23.750733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-23T20:17:23.761703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-23T20:17:23.762055] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-23T20:17:23.762880] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-23T20:17:23.762934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:23.762996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:23.763026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:23.763083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:23.820439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:23.821238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:23.821321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:23.821354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:23.936920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:23.937066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:23.937105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:23.937148] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:23.940510] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-23T20:17:23.940803] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-23T20:17:23.940929] [INFO ] [sig       ] BFIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:24.083355] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BFIN.txt
[2025-12-23T20:17:24.083506] [INFO ] [sig       ] [401/3557] Completed BFIN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:24.083548] [INFO ] [sig       ] [402/3557] Forecasting BFK...
[2025-12-23T20:17:24.083595] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-23T20:17:24.083628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-23T20:17:24.094589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-23T20:17:24.094894] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-23T20:17:24.095707] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-23T20:17:24.095761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:24.095793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:24.095820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:24.095877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:24.152983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:24.153836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:24.153940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:24.153976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:24.273709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:24.273860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:24.273902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:24.273930] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:24.277413] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-23T20:17:24.277714] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-23T20:17:24.277845] [INFO ] [sig       ] BFK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:24.416765] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BFK.txt
[2025-12-23T20:17:24.416902] [INFO ] [sig       ] [402/3557] Completed BFK in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:24.416941] [INFO ] [sig       ] [403/3557] Forecasting BFLY...
[2025-12-23T20:17:24.416969] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-23T20:17:24.416998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-23T20:17:24.430210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-23T20:17:24.430726] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-23T20:17:24.431702] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-23T20:17:24.431755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:24.431786] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:24.431811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:24.431866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:24.494272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:24.495397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:24.495482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:24.495532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:24.620059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:24.620225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:24.620270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:24.620299] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:24.623877] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-23T20:17:24.624165] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-23T20:17:24.624295] [INFO ] [sig       ] BFLY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:24.772311] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BFLY.txt
[2025-12-23T20:17:24.772481] [INFO ] [sig       ] [403/3557] Completed BFLY in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-23T20:17:24.772522] [INFO ] [sig       ] [404/3557] Forecasting BFS...
[2025-12-23T20:17:24.772551] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-23T20:17:24.772601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-23T20:17:24.784136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-23T20:17:24.784444] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-23T20:17:24.785239] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-23T20:17:24.785294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:24.785326] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:24.785353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:24.785409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:24.845160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:24.845838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:24.845917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:24.845951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:24.962387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:24.962539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:24.962596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:24.962676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:24.966154] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-23T20:17:24.966660] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-23T20:17:24.966799] [INFO ] [sig       ] BFS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:25.105706] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BFS.txt
[2025-12-23T20:17:25.105843] [INFO ] [sig       ] [404/3557] Completed BFS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-23T20:17:25.105881] [INFO ] [sig       ] [405/3557] Forecasting BFZ...
[2025-12-23T20:17:25.105910] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-23T20:17:25.105941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-23T20:17:25.119240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-23T20:17:25.119585] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-23T20:17:25.120401] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-23T20:17:25.120458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:25.120492] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:25.120529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:25.120604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:25.181638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:25.182523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:25.182632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:25.182680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:25.303444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:25.303617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:25.303659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:25.303687] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:25.307218] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-23T20:17:25.307517] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-23T20:17:25.307671] [INFO ] [sig       ] BFZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:25.454465] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BFZ.txt
[2025-12-23T20:17:25.454662] [INFO ] [sig       ] [405/3557] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:25.454708] [INFO ] [sig       ] [406/3557] Forecasting BG...
[2025-12-23T20:17:25.454741] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-23T20:17:25.454778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-23T20:17:25.466298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-23T20:17:25.466703] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-23T20:17:25.467504] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-23T20:17:25.467559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:25.467610] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:25.467639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:25.467696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:25.528430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:25.529348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:25.529435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:25.529468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:25.651860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:25.652022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:25.652063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:25.652093] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:25.655557] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-23T20:17:25.655874] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-23T20:17:25.656007] [INFO ] [sig       ] BG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:25.800726] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BG.txt
[2025-12-23T20:17:25.800885] [INFO ] [sig       ] [406/3557] Completed BG in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:25.800926] [INFO ] [sig       ] [407/3557] Forecasting BGB...
[2025-12-23T20:17:25.800957] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-23T20:17:25.800987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-23T20:17:25.812928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-23T20:17:25.813298] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-23T20:17:25.814113] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-23T20:17:25.814179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:25.814211] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:25.814238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:25.814300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:25.885659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:25.886474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:25.886564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:25.886617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:26.012302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:26.012457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:26.012510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:26.012543] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:26.016040] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-12-23T20:17:26.016329] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-23T20:17:26.016461] [INFO ] [sig       ] BGB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:26.154643] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BGB.txt
[2025-12-23T20:17:26.154780] [INFO ] [sig       ] [407/3557] Completed BGB in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:26.154820] [INFO ] [sig       ] [408/3557] Forecasting BGC...
[2025-12-23T20:17:26.154849] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-23T20:17:26.154878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-23T20:17:26.166363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-23T20:17:26.166742] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-23T20:17:26.167527] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-23T20:17:26.167599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:26.167651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:26.167678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:26.167734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:26.223434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:26.224188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:26.224273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:26.224306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:26.345303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:26.345458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:26.345500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:26.345530] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:26.348980] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-23T20:17:26.349328] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-23T20:17:26.349474] [INFO ] [sig       ] BGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:26.490227] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BGC.txt
[2025-12-23T20:17:26.490376] [INFO ] [sig       ] [408/3557] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:26.490415] [INFO ] [sig       ] [409/3557] Forecasting BGH...
[2025-12-23T20:17:26.490445] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-23T20:17:26.490475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-23T20:17:26.503787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-23T20:17:26.504204] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-23T20:17:26.505042] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-23T20:17:26.505099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:26.505133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:26.505161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:26.505218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:26.568694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:26.569601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:26.569689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:26.569724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:26.690920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:26.691077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:26.691126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:26.691160] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:26.694812] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-23T20:17:26.695089] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-23T20:17:26.695216] [INFO ] [sig       ] BGH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:26.847808] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BGH.txt
[2025-12-23T20:17:26.847966] [INFO ] [sig       ] [409/3557] Completed BGH in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:26.848006] [INFO ] [sig       ] [410/3557] Forecasting BGLC...
[2025-12-23T20:17:26.848036] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-23T20:17:26.848066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-23T20:17:26.860279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-23T20:17:26.860653] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-23T20:17:26.861411] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-23T20:17:26.861464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:26.861496] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:26.861522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:26.861604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:26.920777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:26.921510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:26.921610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:26.921645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:27.040922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:27.041084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:27.041124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:27.041151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:27.044480] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-23T20:17:27.044766] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-23T20:17:27.044893] [INFO ] [sig       ] BGLC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:27.187440] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BGLC.txt
[2025-12-23T20:17:27.187613] [INFO ] [sig       ] [410/3557] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:27.187656] [INFO ] [sig       ] [411/3557] Forecasting BGRN...
[2025-12-23T20:17:27.187687] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-23T20:17:27.187716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-23T20:17:27.198693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-23T20:17:27.198989] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-23T20:17:27.199791] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-23T20:17:27.199843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:27.199874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:27.199902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:27.199958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:27.255947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:27.256766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:27.256878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:27.256914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:27.377002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:27.377190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:27.377241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:27.377270] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:27.380825] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-23T20:17:27.381093] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-23T20:17:27.381228] [INFO ] [sig       ] BGRN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:27.520092] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BGRN.txt
[2025-12-23T20:17:27.520245] [INFO ] [sig       ] [411/3557] Completed BGRN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:27.520287] [INFO ] [sig       ] [412/3557] Forecasting BGS...
[2025-12-23T20:17:27.520320] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-23T20:17:27.520349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-23T20:17:27.532166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-23T20:17:27.532502] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-23T20:17:27.533291] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-23T20:17:27.533346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:27.533380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:27.533407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:27.533464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:27.592764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:27.593622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:27.593703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:27.593736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:27.712262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:27.712418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:27.712458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:27.712487] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:27.715802] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=52.66%)
[2025-12-23T20:17:27.716085] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-23T20:17:27.716211] [INFO ] [sig       ] BGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:27.853969] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BGS.txt
[2025-12-23T20:17:27.854112] [INFO ] [sig       ] [412/3557] Completed BGS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:27.854150] [INFO ] [sig       ] [413/3557] Forecasting BGSF...
[2025-12-23T20:17:27.854180] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-23T20:17:27.854210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-23T20:17:27.864763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-23T20:17:27.865084] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-23T20:17:27.865861] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-23T20:17:27.865913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:27.865945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:27.865971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:27.866027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:27.921468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:27.922163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:27.922246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:27.922278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:28.041878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:28.042040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:28.042079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:28.042109] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:28.046005] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=0.08%)
[2025-12-23T20:17:28.046305] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-23T20:17:28.046437] [INFO ] [sig       ] BGSF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:28.193217] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BGSF.txt
[2025-12-23T20:17:28.193377] [INFO ] [sig       ] [413/3557] Completed BGSF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:28.193418] [INFO ] [sig       ] [414/3557] Forecasting BGX...
[2025-12-23T20:17:28.193448] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-23T20:17:28.193685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-23T20:17:28.206299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-23T20:17:28.206621] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-23T20:17:28.207438] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-23T20:17:28.207491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:28.207523] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:28.207551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:28.207626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:28.267521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:28.268361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:28.268460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:28.268495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:28.388450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:28.388625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:28.388685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:28.388717] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:28.392236] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-23T20:17:28.392519] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-23T20:17:28.392669] [INFO ] [sig       ] BGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:28.532876] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BGX.txt
[2025-12-23T20:17:28.533036] [INFO ] [sig       ] [414/3557] Completed BGX in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:28.533077] [INFO ] [sig       ] [415/3557] Forecasting BGY...
[2025-12-23T20:17:28.533117] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-23T20:17:28.533148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-23T20:17:28.545274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-23T20:17:28.545608] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-23T20:17:28.546392] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-23T20:17:28.546446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:28.546486] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:28.546514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:28.546587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:28.605395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:28.606214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:28.606296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:28.606330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:28.727371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:28.727527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:28.727586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:28.727619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:28.731066] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-23T20:17:28.731335] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-23T20:17:28.731638] [INFO ] [sig       ] BGY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:28.874258] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BGY.txt
[2025-12-23T20:17:28.874436] [INFO ] [sig       ] [415/3557] Completed BGY in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:28.874478] [INFO ] [sig       ] [416/3557] Forecasting BHC...
[2025-12-23T20:17:28.874508] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-23T20:17:28.874537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-23T20:17:28.886001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-23T20:17:28.886339] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-23T20:17:28.887137] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-23T20:17:28.887190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:28.887222] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:28.887249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:28.887306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:28.945285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:28.946180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:28.946263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:28.946297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:29.065405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:29.065555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:29.065614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:29.065643] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:29.068971] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-23T20:17:29.069268] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-23T20:17:29.069404] [INFO ] [sig       ] BHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:29.206710] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BHC.txt
[2025-12-23T20:17:29.206865] [INFO ] [sig       ] [416/3557] Completed BHC in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:29.206905] [INFO ] [sig       ] [417/3557] Forecasting BHE...
[2025-12-23T20:17:29.206937] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-23T20:17:29.206970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-23T20:17:29.217888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-23T20:17:29.218210] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-23T20:17:29.219004] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-23T20:17:29.219056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:29.219088] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:29.219114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:29.219169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:29.274304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:29.274978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:29.275055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:29.275087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:29.395437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:29.395610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:29.395651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:29.395680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:29.398994] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=67.67%)
[2025-12-23T20:17:29.399284] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-23T20:17:29.399415] [INFO ] [sig       ] BHE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:29.542602] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHE.txt
[2025-12-23T20:17:29.542778] [INFO ] [sig       ] [417/3557] Completed BHE in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:29.542820] [INFO ] [sig       ] [418/3557] Forecasting BHF...
[2025-12-23T20:17:29.542851] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-23T20:17:29.542881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-23T20:17:29.555092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-23T20:17:29.555450] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-23T20:17:29.556305] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-23T20:17:29.556360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:29.556430] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:29.556461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:29.556519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:29.613861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:29.614769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:29.614872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:29.614907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:29.738677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:29.738837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:29.738880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:29.738908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:29.742799] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-23T20:17:29.743105] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-23T20:17:29.743242] [INFO ] [sig       ] BHF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:29.883464] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHF.txt
[2025-12-23T20:17:29.883647] [INFO ] [sig       ] [418/3557] Completed BHF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-23T20:17:29.883692] [INFO ] [sig       ] [419/3557] Forecasting BHFAL...
[2025-12-23T20:17:29.883724] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-23T20:17:29.883754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-23T20:17:29.894829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-23T20:17:29.895160] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-23T20:17:29.896024] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-23T20:17:29.896079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:29.896112] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:29.896138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:29.896196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:29.953928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:29.954761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:29.954844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:29.954877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:30.075955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:30.076077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:30.076118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:30.076146] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:30.079678] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-12-23T20:17:30.079955] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-23T20:17:30.080081] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:30.221103] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHFAL.txt
[2025-12-23T20:17:30.221267] [INFO ] [sig       ] [419/3557] Completed BHFAL in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-23T20:17:30.221308] [INFO ] [sig       ] [420/3557] Forecasting BHFAM...
[2025-12-23T20:17:30.221343] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-23T20:17:30.221376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-23T20:17:30.233450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-23T20:17:30.233807] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-23T20:17:30.234621] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-23T20:17:30.234676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:30.234709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:30.234737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:30.234794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:30.293497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:30.294343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:30.294424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:30.294457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:30.410064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:30.410222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:30.410262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:30.410290] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:30.413671] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=30.79%)
[2025-12-23T20:17:30.413988] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-23T20:17:30.414124] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:30.554480] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BHFAM.txt
[2025-12-23T20:17:30.554629] [INFO ] [sig       ] [420/3557] Completed BHFAM in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-23T20:17:30.554670] [INFO ] [sig       ] [421/3557] Forecasting BHFAN...
[2025-12-23T20:17:30.554700] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-23T20:17:30.554729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-23T20:17:30.565838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-23T20:17:30.566138] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-23T20:17:30.566928] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-23T20:17:30.566980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:30.567011] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:30.567037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:30.567093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:30.622199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:30.622883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:30.622969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:30.623004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:30.740917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:30.741074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:30.741112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:30.741184] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:30.744635] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-23T20:17:30.744917] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-23T20:17:30.745047] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:30.884602] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHFAN.txt
[2025-12-23T20:17:30.884746] [INFO ] [sig       ] [421/3557] Completed BHFAN in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-23T20:17:30.884795] [INFO ] [sig       ] [422/3557] Forecasting BHFAO...
[2025-12-23T20:17:30.884836] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-23T20:17:30.884873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-23T20:17:30.895758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-23T20:17:30.896105] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-23T20:17:30.897041] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-23T20:17:30.897096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:30.897128] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:30.897155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:30.897211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:30.954269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:30.955128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:30.955210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:30.955244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:31.071388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:31.071514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:31.071553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:31.071609] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:31.075002] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-23T20:17:31.075280] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-23T20:17:31.075406] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:31.212943] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHFAO.txt
[2025-12-23T20:17:31.213063] [INFO ] [sig       ] [422/3557] Completed BHFAO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:31.213101] [INFO ] [sig       ] [423/3557] Forecasting BHFAP...
[2025-12-23T20:17:31.213130] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-23T20:17:31.213159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-23T20:17:31.224694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-23T20:17:31.224979] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-23T20:17:31.225749] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-23T20:17:31.225801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:31.225831] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:31.225857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:31.225914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:31.281243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:31.281865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:31.281938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:31.281970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:31.398270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:31.398422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:31.398460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:31.398489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:31.402149] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-23T20:17:31.402430] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-23T20:17:31.402568] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:31.552629] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHFAP.txt
[2025-12-23T20:17:31.552787] [INFO ] [sig       ] [423/3557] Completed BHFAP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:31.552829] [INFO ] [sig       ] [424/3557] Forecasting BHK...
[2025-12-23T20:17:31.552860] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-23T20:17:31.552893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-23T20:17:31.563862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-23T20:17:31.564155] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-23T20:17:31.564953] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-23T20:17:31.565007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:31.565040] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:31.565068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:31.565125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:31.635666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:31.636499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:31.636595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:31.636630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:31.762356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:31.762521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:31.762563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:31.762807] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:31.766428] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-23T20:17:31.766929] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-23T20:17:31.767060] [INFO ] [sig       ] BHK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:31.911385] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHK.txt
[2025-12-23T20:17:31.911548] [INFO ] [sig       ] [424/3557] Completed BHK in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:31.911608] [INFO ] [sig       ] [425/3557] Forecasting BHP...
[2025-12-23T20:17:31.911639] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-23T20:17:31.911670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-23T20:17:31.923655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-23T20:17:31.924013] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-23T20:17:31.924804] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-23T20:17:31.924857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:31.924888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:31.924914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:31.924970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:31.981393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:31.982227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:31.982310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:31.982358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:32.108468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:32.108646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:32.108690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:32.108736] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:32.112476] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-23T20:17:32.113024] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-23T20:17:32.113180] [INFO ] [sig       ] BHP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:32.254237] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BHP.txt
[2025-12-23T20:17:32.254401] [INFO ] [sig       ] [425/3557] Completed BHP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:32.254452] [INFO ] [sig       ] [426/3557] Forecasting BHRB...
[2025-12-23T20:17:32.254484] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-23T20:17:32.254516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-23T20:17:32.265291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-23T20:17:32.265613] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-23T20:17:32.266391] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-23T20:17:32.266446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:32.266479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:32.266506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:32.266564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:32.324752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:32.325476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:32.325556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:32.325609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:32.441942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:32.442097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:32.442135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:32.442164] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:32.445503] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-23T20:17:32.445798] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-23T20:17:32.445922] [INFO ] [sig       ] BHRB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:32.583509] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BHRB.txt
[2025-12-23T20:17:32.583666] [INFO ] [sig       ] [426/3557] Completed BHRB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:32.583707] [INFO ] [sig       ] [427/3557] Forecasting BHVN...
[2025-12-23T20:17:32.583737] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-23T20:17:32.583766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-23T20:17:32.594993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-23T20:17:32.595322] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-23T20:17:32.596139] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-23T20:17:32.596192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:32.596222] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:32.596247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:32.596302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:32.655180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:32.655906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:32.656003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:32.656037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:32.773921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:32.774075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:32.774114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:32.774142] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:32.777603] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-23T20:17:32.777883] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-23T20:17:32.778011] [INFO ] [sig       ] BHVN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:32.917237] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BHVN.txt
[2025-12-23T20:17:32.917394] [INFO ] [sig       ] [427/3557] Completed BHVN in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:32.917438] [INFO ] [sig       ] [428/3557] Forecasting BIAF...
[2025-12-23T20:17:32.917469] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-23T20:17:32.917506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-23T20:17:32.928039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-23T20:17:32.928373] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-23T20:17:32.929141] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-23T20:17:32.929221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:32.929257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:32.929285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:32.929341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:32.984565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:32.985400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:32.985514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:32.985547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:33.093202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:33.093370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:33.093420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:33.093457] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:33.096901] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-23T20:17:33.097184] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-23T20:17:33.097315] [INFO ] [sig       ] BIAF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:33.234286] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIAF.txt
[2025-12-23T20:17:33.234437] [INFO ] [sig       ] [428/3557] Completed BIAF in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:33.234476] [INFO ] [sig       ] [429/3557] Forecasting BIB...
[2025-12-23T20:17:33.234506] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-23T20:17:33.234537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-23T20:17:33.245309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-23T20:17:33.245698] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-23T20:17:33.246549] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-23T20:17:33.246630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:33.246663] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:33.246704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:33.246763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:33.303490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:33.304333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:33.304416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:33.304450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:33.416059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:33.416224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:33.416264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:33.416293] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:33.419835] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-12-23T20:17:33.420118] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-23T20:17:33.420256] [INFO ] [sig       ] BIB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:33.559761] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIB.txt
[2025-12-23T20:17:33.559950] [INFO ] [sig       ] [429/3557] Completed BIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:33.559999] [INFO ] [sig       ] [430/3557] Forecasting BIIB...
[2025-12-23T20:17:33.560030] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-23T20:17:33.560067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-23T20:17:33.572413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-23T20:17:33.572825] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-23T20:17:33.573716] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-23T20:17:33.573775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:33.573808] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:33.573836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:33.573893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:33.633923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:33.634808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:33.634911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:33.634946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:33.763149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:33.763302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:33.763341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:33.763368] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:33.766671] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-23T20:17:33.766943] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-23T20:17:33.767069] [INFO ] [sig       ] BIIB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:33.906047] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIIB.txt
[2025-12-23T20:17:33.906190] [INFO ] [sig       ] [430/3557] Completed BIIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:33.906228] [INFO ] [sig       ] [431/3557] Forecasting BILI...
[2025-12-23T20:17:33.906257] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-23T20:17:33.906287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-23T20:17:33.917811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-23T20:17:33.918135] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-23T20:17:33.918995] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-23T20:17:33.919049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:33.919081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:33.919109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:33.919167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:33.976799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:33.977467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:33.977545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:33.977594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:34.097781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:34.097934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:34.097974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:34.098004] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:34.101449] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-23T20:17:34.101744] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-23T20:17:34.101875] [INFO ] [sig       ] BILI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:34.243961] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BILI.txt
[2025-12-23T20:17:34.244169] [INFO ] [sig       ] [431/3557] Completed BILI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:34.244220] [INFO ] [sig       ] [432/3557] Forecasting BILL...
[2025-12-23T20:17:34.244251] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-23T20:17:34.244282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-23T20:17:34.256092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-23T20:17:34.256421] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-23T20:17:34.257235] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-23T20:17:34.257288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:34.257329] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:34.257357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:34.257413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:34.313171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:34.314126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:34.314232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:34.314266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:34.436317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:34.436459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:34.436498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:34.436526] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:34.439837] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-23T20:17:34.440103] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-23T20:17:34.440249] [INFO ] [sig       ] BILL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:34.580919] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BILL.txt
[2025-12-23T20:17:34.581070] [INFO ] [sig       ] [432/3557] Completed BILL in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-23T20:17:34.581113] [INFO ] [sig       ] [433/3557] Forecasting BIO...
[2025-12-23T20:17:34.581145] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-23T20:17:34.581183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-23T20:17:34.592591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-23T20:17:34.592945] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-23T20:17:34.593771] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-23T20:17:34.593825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:34.593857] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:34.593884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:34.593941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:34.649863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:34.650592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:34.650671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:34.650703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:34.768116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:34.768269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:34.768309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:34.768338] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:34.771699] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-23T20:17:34.771985] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-23T20:17:34.772120] [INFO ] [sig       ] BIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:34.910502] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIO.txt
[2025-12-23T20:17:34.910661] [INFO ] [sig       ] [433/3557] Completed BIO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:34.910703] [INFO ] [sig       ] [434/3557] Forecasting BIOX...
[2025-12-23T20:17:34.910733] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-23T20:17:34.910764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-23T20:17:34.922614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-23T20:17:34.922995] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-23T20:17:34.923788] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-23T20:17:34.923840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:34.923872] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:34.923899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:34.923954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:34.982765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:34.983695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:34.983774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:34.983805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:35.102258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:35.102422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:35.102466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:35.102495] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:35.105908] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-23T20:17:35.106205] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-23T20:17:35.106340] [INFO ] [sig       ] BIOX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:35.247383] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIOX.txt
[2025-12-23T20:17:35.247556] [INFO ] [sig       ] [434/3557] Completed BIOX in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:35.247616] [INFO ] [sig       ] [435/3557] Forecasting BIP...
[2025-12-23T20:17:35.247648] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-23T20:17:35.247678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-23T20:17:35.258967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-23T20:17:35.259424] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-23T20:17:35.260197] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-23T20:17:35.260249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:35.260306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:35.260333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:35.260388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:35.316145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:35.317008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:35.317093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:35.317125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:35.438753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:35.438915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:35.438963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:35.438996] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:35.442423] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-23T20:17:35.442741] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-23T20:17:35.442875] [INFO ] [sig       ] BIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:35.583321] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BIP.txt
[2025-12-23T20:17:35.583490] [INFO ] [sig       ] [435/3557] Completed BIP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:35.583532] [INFO ] [sig       ] [436/3557] Forecasting BIPH...
[2025-12-23T20:17:35.583562] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-23T20:17:35.583627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-23T20:17:35.595513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-23T20:17:35.595937] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-23T20:17:35.596738] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-23T20:17:35.596791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:35.596822] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:35.596849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:35.596904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:35.652944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:35.653841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:35.653926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:35.653958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:35.760175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:35.760357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:35.760398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:35.760426] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:35.764013] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-23T20:17:35.764352] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-23T20:17:35.764494] [INFO ] [sig       ] BIPH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:35.907987] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BIPH.txt
[2025-12-23T20:17:35.908165] [INFO ] [sig       ] [436/3557] Completed BIPH in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:35.908208] [INFO ] [sig       ] [437/3557] Forecasting BIPI...
[2025-12-23T20:17:35.908240] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-23T20:17:35.908272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-23T20:17:35.919385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-23T20:17:35.919776] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-23T20:17:35.920652] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-23T20:17:35.920708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:35.920740] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:35.920766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:35.920823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:35.978310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:35.979084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:35.979167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:35.979216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:36.087804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:36.087944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:36.087984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:36.088011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:36.091491] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-23T20:17:36.091788] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-23T20:17:36.091914] [INFO ] [sig       ] BIPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:36.230326] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIPI.txt
[2025-12-23T20:17:36.230479] [INFO ] [sig       ] [437/3557] Completed BIPI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:36.230518] [INFO ] [sig       ] [438/3557] Forecasting BIRD...
[2025-12-23T20:17:36.230546] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-23T20:17:36.230595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-23T20:17:36.241479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-23T20:17:36.241798] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-23T20:17:36.242556] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-23T20:17:36.242636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:36.242668] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:36.242694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:36.242750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:36.298327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:36.298971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:36.299048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:36.299080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:36.419234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:36.419412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:36.419453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:36.419518] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:36.422906] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-23T20:17:36.423179] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-23T20:17:36.423309] [INFO ] [sig       ] BIRD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:36.562527] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIRD.txt
[2025-12-23T20:17:36.563069] [INFO ] [sig       ] [438/3557] Completed BIRD in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:36.563117] [INFO ] [sig       ] [439/3557] Forecasting BIRK...
[2025-12-23T20:17:36.563148] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-23T20:17:36.563186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-23T20:17:36.577817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-23T20:17:36.578316] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-23T20:17:36.579304] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-23T20:17:36.579363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:36.579397] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:36.579424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:36.579484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:36.636982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:36.637982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:36.638090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:36.638133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:36.762307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:36.762543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:36.762608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:36.762644] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:36.766682] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-23T20:17:36.767011] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-23T20:17:36.767160] [INFO ] [sig       ] BIRK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:36.910274] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIRK.txt
[2025-12-23T20:17:36.910476] [INFO ] [sig       ] [439/3557] Completed BIRK in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-23T20:17:36.910518] [INFO ] [sig       ] [440/3557] Forecasting BITF...
[2025-12-23T20:17:36.910548] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-23T20:17:36.910599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-23T20:17:36.923780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-23T20:17:36.924224] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-23T20:17:36.925188] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-23T20:17:36.925243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:36.925276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:36.925303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:36.925383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:36.985316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:36.986475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:36.986589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:36.986627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:37.106663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:37.106833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:37.106881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:37.106912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:37.110451] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-23T20:17:37.110760] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-23T20:17:37.110896] [INFO ] [sig       ] BITF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:37.250455] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BITF.txt
[2025-12-23T20:17:37.250643] [INFO ] [sig       ] [440/3557] Completed BITF in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:37.250688] [INFO ] [sig       ] [441/3557] Forecasting BIVI...
[2025-12-23T20:17:37.250720] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-23T20:17:37.250752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-23T20:17:37.263038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-23T20:17:37.263348] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-23T20:17:37.264180] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-23T20:17:37.264236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:37.264269] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:37.264297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:37.264356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:37.322126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:37.323014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:37.323096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:37.323130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:37.443093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:37.443246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:37.443286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:37.443316] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:37.446781] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-23T20:17:37.447057] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-23T20:17:37.447184] [INFO ] [sig       ] BIVI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:37.586640] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BIVI.txt
[2025-12-23T20:17:37.586814] [INFO ] [sig       ] [441/3557] Completed BIVI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:37.586856] [INFO ] [sig       ] [442/3557] Forecasting BJ...
[2025-12-23T20:17:37.586888] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-23T20:17:37.586917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-23T20:17:37.598222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-23T20:17:37.598534] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-23T20:17:37.599337] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-23T20:17:37.599401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:37.599433] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:37.599459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:37.599519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:37.654398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:37.655048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:37.655127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:37.655160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:37.777624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:37.777787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:37.777827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:37.777855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:37.781168] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-12-23T20:17:37.781435] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-23T20:17:37.781560] [INFO ] [sig       ] BJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:37.919617] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BJ.txt
[2025-12-23T20:17:37.919774] [INFO ] [sig       ] [442/3557] Completed BJ in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:37.919814] [INFO ] [sig       ] [443/3557] Forecasting BJRI...
[2025-12-23T20:17:37.919844] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-23T20:17:37.919876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-23T20:17:37.932495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-23T20:17:37.932875] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-23T20:17:37.933689] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-23T20:17:37.933745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:37.933777] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:37.933804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:37.933866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:37.992897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:37.993549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:37.993646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:37.993681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:38.120428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:38.120620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:38.120671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:38.120705] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:38.124527] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-23T20:17:38.124853] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-23T20:17:38.124990] [INFO ] [sig       ] BJRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:38.273546] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BJRI.txt
[2025-12-23T20:17:38.273734] [INFO ] [sig       ] [443/3557] Completed BJRI in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:38.273774] [INFO ] [sig       ] [444/3557] Forecasting BK...
[2025-12-23T20:17:38.273805] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-23T20:17:38.273837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-23T20:17:38.285905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-23T20:17:38.286292] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-23T20:17:38.287132] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-23T20:17:38.287187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:38.287219] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:38.287246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:38.287302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:38.343380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:38.344326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:38.344406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:38.344438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:38.465375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:38.465535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:38.465599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:38.465632] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:38.469034] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-23T20:17:38.469339] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-23T20:17:38.469470] [INFO ] [sig       ] BK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:38.610853] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BK.txt
[2025-12-23T20:17:38.610992] [INFO ] [sig       ] [444/3557] Completed BK in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:38.611031] [INFO ] [sig       ] [445/3557] Forecasting BKCH...
[2025-12-23T20:17:38.611060] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-23T20:17:38.611090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-23T20:17:38.622787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-23T20:17:38.623170] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-23T20:17:38.623974] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-23T20:17:38.624027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:38.624057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:38.624083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:38.624143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:38.678990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:38.679719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:38.679799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:38.679859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:38.793586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:38.793756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:38.793797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:38.793827] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:38.797185] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-23T20:17:38.797463] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-23T20:17:38.797617] [INFO ] [sig       ] BKCH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:38.936514] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BKCH.txt
[2025-12-23T20:17:38.936705] [INFO ] [sig       ] [445/3557] Completed BKCH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-23T20:17:38.936751] [INFO ] [sig       ] [446/3557] Forecasting BKD...
[2025-12-23T20:17:38.936782] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-23T20:17:38.936813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-23T20:17:38.948129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-23T20:17:38.948468] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-23T20:17:38.949277] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-23T20:17:38.949332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:38.949363] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:38.949389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:38.949449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:39.004399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:39.005247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:39.005332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:39.005363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:39.125184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:39.125345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:39.125384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:39.125413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:39.128744] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-23T20:17:39.129015] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-23T20:17:39.129138] [INFO ] [sig       ] BKD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:39.270611] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BKD.txt
[2025-12-23T20:17:39.270748] [INFO ] [sig       ] [446/3557] Completed BKD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:39.270786] [INFO ] [sig       ] [447/3557] Forecasting BKE...
[2025-12-23T20:17:39.270816] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-23T20:17:39.270855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-23T20:17:39.282144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-23T20:17:39.282461] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-23T20:17:39.283269] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-23T20:17:39.283322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:39.283354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:39.283380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:39.283436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:39.338903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:39.339565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:39.339662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:39.339696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:39.459059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:39.459206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:39.459246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:39.459274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:39.462990] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-23T20:17:39.463261] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-23T20:17:39.463404] [INFO ] [sig       ] BKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:39.601927] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BKE.txt
[2025-12-23T20:17:39.602055] [INFO ] [sig       ] [447/3557] Completed BKE in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:39.602094] [INFO ] [sig       ] [448/3557] Forecasting BKH...
[2025-12-23T20:17:39.602123] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-23T20:17:39.602154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-23T20:17:39.613312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-23T20:17:39.613626] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-23T20:17:39.614384] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-23T20:17:39.614437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:39.614467] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:39.614494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:39.614555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:39.672489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:39.673137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:39.673215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:39.673247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:39.787207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:39.787376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:39.787418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:39.787446] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:39.790812] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-23T20:17:39.791082] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-23T20:17:39.791205] [INFO ] [sig       ] BKH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:39.928294] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BKH.txt
[2025-12-23T20:17:39.928480] [INFO ] [sig       ] [448/3557] Completed BKH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:39.928522] [INFO ] [sig       ] [449/3557] Forecasting BKN...
[2025-12-23T20:17:39.928553] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-23T20:17:39.928616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-23T20:17:39.939728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-23T20:17:39.940058] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-23T20:17:39.940854] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-23T20:17:39.940909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:39.940941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:39.940968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:39.941024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:39.997896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:39.998669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:39.998748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:39.998781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:40.110832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:40.110982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:40.111038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:40.111068] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:40.114378] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-23T20:17:40.114668] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-23T20:17:40.114793] [INFO ] [sig       ] BKN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:40.255468] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BKN.txt
[2025-12-23T20:17:40.255651] [INFO ] [sig       ] [449/3557] Completed BKN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:40.255694] [INFO ] [sig       ] [450/3557] Forecasting BKNG...
[2025-12-23T20:17:40.255724] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-23T20:17:40.255756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-23T20:17:40.266849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-23T20:17:40.267156] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-23T20:17:40.267997] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-23T20:17:40.268050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:40.268081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:40.268107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:40.268163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:40.323698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:40.324353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:40.324438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:40.324472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:40.445412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:40.445564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:40.445624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:40.445653] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:40.448977] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=57.61%)
[2025-12-23T20:17:40.449280] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-23T20:17:40.449410] [INFO ] [sig       ] BKNG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:40.586803] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BKNG.txt
[2025-12-23T20:17:40.586931] [INFO ] [sig       ] [450/3557] Completed BKNG in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:40.586969] [INFO ] [sig       ] [451/3557] Forecasting BKSY...
[2025-12-23T20:17:40.586999] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-23T20:17:40.587027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-23T20:17:40.599296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-23T20:17:40.599701] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-23T20:17:40.600512] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-23T20:17:40.600584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:40.600621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:40.600647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:40.600703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:40.659332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:40.660181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:40.660283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:40.660317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:40.785565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:40.785752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:40.785793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:40.785822] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:40.789334] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-23T20:17:40.789645] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-23T20:17:40.789795] [INFO ] [sig       ] BKSY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:40.932047] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BKSY.txt
[2025-12-23T20:17:40.932206] [INFO ] [sig       ] [451/3557] Completed BKSY in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:40.932247] [INFO ] [sig       ] [452/3557] Forecasting BL...
[2025-12-23T20:17:40.932276] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-23T20:17:40.932305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-23T20:17:40.943706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-23T20:17:40.944056] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-23T20:17:40.944851] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-23T20:17:40.944903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:40.944964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:40.944992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:40.945049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:41.002850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:41.003604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:41.003687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:41.003721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:41.127514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:41.127687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:41.127729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:41.127944] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:41.131364] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-23T20:17:41.131667] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-23T20:17:41.131800] [INFO ] [sig       ] BL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:41.273890] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BL.txt
[2025-12-23T20:17:41.274020] [INFO ] [sig       ] [452/3557] Completed BL in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:41.274060] [INFO ] [sig       ] [453/3557] Forecasting BLBD...
[2025-12-23T20:17:41.274090] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-23T20:17:41.274119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-23T20:17:41.285405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-23T20:17:41.285732] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-23T20:17:41.286505] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-23T20:17:41.286558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:41.286615] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:41.286654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:41.286713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:41.347718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:41.348642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:41.348725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:41.348757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:41.471706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:41.471840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:41.471880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:41.471908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:41.475291] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-12-23T20:17:41.475558] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-23T20:17:41.475703] [INFO ] [sig       ] BLBD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:41.612852] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLBD.txt
[2025-12-23T20:17:41.612991] [INFO ] [sig       ] [453/3557] Completed BLBD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:41.613030] [INFO ] [sig       ] [454/3557] Forecasting BLCN...
[2025-12-23T20:17:41.613059] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-23T20:17:41.613090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-23T20:17:41.623230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-23T20:17:41.623547] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-23T20:17:41.624324] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-23T20:17:41.624376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:41.624409] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:41.624435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:41.624490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:41.679837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:41.680505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:41.680598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:41.680638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:41.788239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:41.788393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:41.788433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:41.788461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:41.791881] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=53.98%)
[2025-12-23T20:17:41.792163] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-23T20:17:41.792291] [INFO ] [sig       ] BLCN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:41.933614] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLCN.txt
[2025-12-23T20:17:41.933775] [INFO ] [sig       ] [454/3557] Completed BLCN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:41.933818] [INFO ] [sig       ] [455/3557] Forecasting BLCO...
[2025-12-23T20:17:41.933849] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-23T20:17:41.933881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-23T20:17:41.945098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-23T20:17:41.945400] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-23T20:17:41.946198] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-23T20:17:41.946251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:41.946281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:41.946307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:41.946362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:42.003333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:42.004100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:42.004184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:42.004217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:42.133664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:42.133861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:42.133912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:42.133979] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:42.137628] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-23T20:17:42.137934] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-23T20:17:42.138082] [INFO ] [sig       ] BLCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:42.278362] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLCO.txt
[2025-12-23T20:17:42.278516] [INFO ] [sig       ] [455/3557] Completed BLCO in 0.3s | 2.88 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:42.278556] [INFO ] [sig       ] [456/3557] Forecasting BLD...
[2025-12-23T20:17:42.278613] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-23T20:17:42.278652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-23T20:17:42.290107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-23T20:17:42.290410] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-23T20:17:42.291207] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-23T20:17:42.291261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:42.291294] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:42.291321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:42.291393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:42.351282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:42.352173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:42.352260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:42.352293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:42.475585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:42.475743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:42.475783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:42.475812] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:42.479684] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=43.74%)
[2025-12-23T20:17:42.479972] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-23T20:17:42.480102] [INFO ] [sig       ] BLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:42.619388] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLD.txt
[2025-12-23T20:17:42.619530] [INFO ] [sig       ] [456/3557] Completed BLD in 0.3s | 2.88 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:42.619569] [INFO ] [sig       ] [457/3557] Forecasting BLDP...
[2025-12-23T20:17:42.619617] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-23T20:17:42.619652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-23T20:17:42.630355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-23T20:17:42.630747] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-23T20:17:42.631553] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-23T20:17:42.631624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:42.631657] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:42.631684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:42.631741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:42.691441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:42.692339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:42.692425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:42.692458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:42.818272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:42.818467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:42.818531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:42.818606] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:42.823854] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=59.18%)
[2025-12-23T20:17:42.824307] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-23T20:17:42.824496] [INFO ] [sig       ] BLDP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:42.987170] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLDP.txt
[2025-12-23T20:17:42.987346] [INFO ] [sig       ] [457/3557] Completed BLDP in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-23T20:17:42.987389] [INFO ] [sig       ] [458/3557] Forecasting BLE...
[2025-12-23T20:17:42.987421] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-23T20:17:42.987452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-23T20:17:42.998884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-23T20:17:42.999280] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-23T20:17:43.000163] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-23T20:17:43.000217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:43.000248] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:43.000275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:43.000330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:43.056145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:43.057023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:43.057113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:43.057146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:43.174533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:43.174711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:43.174753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:43.174780] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:43.178215] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-23T20:17:43.178528] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-23T20:17:43.178685] [INFO ] [sig       ] BLE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:43.321390] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLE.txt
[2025-12-23T20:17:43.321553] [INFO ] [sig       ] [458/3557] Completed BLE in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:43.321613] [INFO ] [sig       ] [459/3557] Forecasting BLFS...
[2025-12-23T20:17:43.321645] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-23T20:17:43.321676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-23T20:17:43.332797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-23T20:17:43.333189] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-23T20:17:43.334070] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-23T20:17:43.334127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:43.334161] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:43.334189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:43.334245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:43.391758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:43.392689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:43.392788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:43.392822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:43.510668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:43.510825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:43.510865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:43.510894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:43.514415] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-23T20:17:43.514743] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-23T20:17:43.514883] [INFO ] [sig       ] BLFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:43.657622] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLFS.txt
[2025-12-23T20:17:43.657812] [INFO ] [sig       ] [459/3557] Completed BLFS in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:43.657854] [INFO ] [sig       ] [460/3557] Forecasting BLFY...
[2025-12-23T20:17:43.657885] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-23T20:17:43.657913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-23T20:17:43.669140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-23T20:17:43.669558] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-23T20:17:43.670363] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-23T20:17:43.670416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:43.670447] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:43.670474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:43.670530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:43.733804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:43.735016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:43.735135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:43.735178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:43.867636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:43.867820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:43.867875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:43.867913] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:43.872812] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-23T20:17:43.873245] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-23T20:17:43.873431] [INFO ] [sig       ] BLFY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:44.086625] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLFY.txt
[2025-12-23T20:17:44.086865] [INFO ] [sig       ] [460/3557] Completed BLFY in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:44.086921] [INFO ] [sig       ] [461/3557] Forecasting BLK...
[2025-12-23T20:17:44.086963] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-23T20:17:44.087003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-23T20:17:44.106235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-23T20:17:44.106723] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-23T20:17:44.107701] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-23T20:17:44.107758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:44.107791] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:44.107817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:44.107873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:44.175214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:44.176531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:44.176671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:44.176723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:44.354520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:44.354742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:44.354809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:44.354860] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:44.360305] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-23T20:17:44.360901] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-23T20:17:44.361128] [INFO ] [sig       ] BLK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:44.594147] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLK.txt
[2025-12-23T20:17:44.594393] [INFO ] [sig       ] [461/3557] Completed BLK in 0.5s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:44.594471] [INFO ] [sig       ] [462/3557] Forecasting BLKB...
[2025-12-23T20:17:44.594529] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-23T20:17:44.594606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-23T20:17:44.612427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-23T20:17:44.612955] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-23T20:17:44.613964] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-23T20:17:44.614029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:44.614064] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:44.614092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:44.614149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:44.681597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:44.682727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:44.682885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:44.682939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:44.812899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:44.813060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:44.813102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:44.813130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:44.816746] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-23T20:17:44.817064] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-23T20:17:44.817203] [INFO ] [sig       ] BLKB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:45.013776] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLKB.txt
[2025-12-23T20:17:45.013943] [INFO ] [sig       ] [462/3557] Completed BLKB in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:45.013984] [INFO ] [sig       ] [463/3557] Forecasting BLMN...
[2025-12-23T20:17:45.014019] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-23T20:17:45.014063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-23T20:17:45.025950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-23T20:17:45.026380] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-23T20:17:45.027305] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-23T20:17:45.027364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:45.027397] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:45.027425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:45.027483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:45.092753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:45.093708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:45.093794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:45.093828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:45.222020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:45.222179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:45.222221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:45.222249] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:45.226042] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-23T20:17:45.226324] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-23T20:17:45.226456] [INFO ] [sig       ] BLMN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:45.364624] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLMN.txt
[2025-12-23T20:17:45.364787] [INFO ] [sig       ] [463/3557] Completed BLMN in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:45.364828] [INFO ] [sig       ] [464/3557] Forecasting BLND...
[2025-12-23T20:17:45.364858] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-23T20:17:45.364888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-23T20:17:45.376751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-23T20:17:45.377146] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-23T20:17:45.377988] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-23T20:17:45.378044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:45.378077] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:45.378105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:45.378174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:45.434710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:45.435555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:45.435656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:45.435691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:45.555451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:45.555611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:45.555652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:45.555683] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:45.559067] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-23T20:17:45.559368] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-23T20:17:45.559496] [INFO ] [sig       ] BLND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:45.696470] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLND.txt
[2025-12-23T20:17:45.696617] [INFO ] [sig       ] [464/3557] Completed BLND in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:45.696659] [INFO ] [sig       ] [465/3557] Forecasting BLRX...
[2025-12-23T20:17:45.696687] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-23T20:17:45.696717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-23T20:17:45.707633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-23T20:17:45.707928] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-23T20:17:45.708710] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-23T20:17:45.708763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:45.708795] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:45.708822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:45.708877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:45.765382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:45.766053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:45.766131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:45.766162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:45.883822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:45.883945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:45.883983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:45.884013] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:45.887306] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-23T20:17:45.887590] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-23T20:17:45.887718] [INFO ] [sig       ] BLRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:46.027710] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLRX.txt
[2025-12-23T20:17:46.027870] [INFO ] [sig       ] [465/3557] Completed BLRX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-23T20:17:46.027911] [INFO ] [sig       ] [466/3557] Forecasting BLTE...
[2025-12-23T20:17:46.027940] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-23T20:17:46.027971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-23T20:17:46.038444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-23T20:17:46.038732] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-23T20:17:46.039519] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-23T20:17:46.039602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:46.039638] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:46.039664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:46.039722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:46.107047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:46.108096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:46.108194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:46.108236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:46.227285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:46.227445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:46.227484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:46.227513] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:46.230973] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-23T20:17:46.231273] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-23T20:17:46.231394] [INFO ] [sig       ] BLTE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:46.369224] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLTE.txt
[2025-12-23T20:17:46.369382] [INFO ] [sig       ] [466/3557] Completed BLTE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:46.369428] [INFO ] [sig       ] [467/3557] Forecasting BLX...
[2025-12-23T20:17:46.369457] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-23T20:17:46.369487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-23T20:17:46.380257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-23T20:17:46.380595] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-23T20:17:46.381347] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-23T20:17:46.381398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:46.381430] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:46.381456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:46.381512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:46.437229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:46.438087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:46.438169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:46.438201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:46.558780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:46.558939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:46.558978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:46.559007] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:46.562399] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-23T20:17:46.562701] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-23T20:17:46.562834] [INFO ] [sig       ] BLX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:46.699927] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BLX.txt
[2025-12-23T20:17:46.700074] [INFO ] [sig       ] [467/3557] Completed BLX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:46.700112] [INFO ] [sig       ] [468/3557] Forecasting BLZE...
[2025-12-23T20:17:46.700142] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-23T20:17:46.700172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-23T20:17:46.711115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-23T20:17:46.711429] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-23T20:17:46.712205] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-23T20:17:46.712257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:46.712288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:46.712315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:46.712371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:46.767449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:46.768090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:46.768165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:46.768197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:46.888348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:46.888487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:46.888525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:46.888552] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:46.891852] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-23T20:17:46.892131] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-23T20:17:46.892257] [INFO ] [sig       ] BLZE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:47.029700] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BLZE.txt
[2025-12-23T20:17:47.029821] [INFO ] [sig       ] [468/3557] Completed BLZE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:47.029860] [INFO ] [sig       ] [469/3557] Forecasting BMA...
[2025-12-23T20:17:47.029890] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-23T20:17:47.029919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-23T20:17:47.040800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-23T20:17:47.041097] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-23T20:17:47.041917] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-23T20:17:47.041971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:47.042033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:47.042069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:47.042144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:47.101031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:47.101739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:47.101818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:47.101851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:47.219733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:47.219901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:47.219947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:47.219975] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:47.223392] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-23T20:17:47.223691] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-23T20:17:47.223826] [INFO ] [sig       ] BMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:47.361658] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMA.txt
[2025-12-23T20:17:47.361792] [INFO ] [sig       ] [469/3557] Completed BMA in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:47.361838] [INFO ] [sig       ] [470/3557] Forecasting BMBL...
[2025-12-23T20:17:47.361868] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-23T20:17:47.361897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-23T20:17:47.372900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-23T20:17:47.373199] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-23T20:17:47.374027] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-23T20:17:47.374081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:47.374113] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:47.374140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:47.374196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:47.432061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:47.433067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:47.433167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:47.433214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:47.561149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:47.561297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:47.561337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:47.561365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:47.564721] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-23T20:17:47.565015] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-23T20:17:47.565139] [INFO ] [sig       ] BMBL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:47.703362] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMBL.txt
[2025-12-23T20:17:47.703493] [INFO ] [sig       ] [470/3557] Completed BMBL in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:47.703532] [INFO ] [sig       ] [471/3557] Forecasting BME...
[2025-12-23T20:17:47.703562] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-23T20:17:47.703610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-23T20:17:47.715131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-23T20:17:47.715473] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-23T20:17:47.716269] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-23T20:17:47.716322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:47.716356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:47.716384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:47.716442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:47.774981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:47.775702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:47.775788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:47.775822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:47.898102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:47.898265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:47.898307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:47.898337] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:47.902130] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-23T20:17:47.902479] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-23T20:17:47.902633] [INFO ] [sig       ] BME: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:48.052771] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BME.txt
[2025-12-23T20:17:48.053136] [INFO ] [sig       ] [471/3557] Completed BME in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:48.053175] [INFO ] [sig       ] [472/3557] Forecasting BMEZ...
[2025-12-23T20:17:48.053205] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-23T20:17:48.053235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-23T20:17:48.065138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-23T20:17:48.065629] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-23T20:17:48.066459] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-23T20:17:48.066514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:48.066546] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:48.066592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:48.066653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:48.123965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:48.124824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:48.124906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:48.124939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:48.246553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:48.246725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:48.246766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:48.246830] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:48.250253] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-12-23T20:17:48.250543] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-23T20:17:48.250697] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:48.394562] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMEZ.txt
[2025-12-23T20:17:48.394725] [INFO ] [sig       ] [472/3557] Completed BMEZ in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:48.394772] [INFO ] [sig       ] [473/3557] Forecasting BMI...
[2025-12-23T20:17:48.394802] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-23T20:17:48.394833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-23T20:17:48.405843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-23T20:17:48.406153] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-23T20:17:48.406942] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-23T20:17:48.406995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:48.407027] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:48.407054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:48.407110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:48.464314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:48.465084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:48.465163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:48.465196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:48.584368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:48.584508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:48.584563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:48.584612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:48.587912] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-23T20:17:48.588186] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-23T20:17:48.588309] [INFO ] [sig       ] BMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:48.729146] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BMI.txt
[2025-12-23T20:17:48.729333] [INFO ] [sig       ] [473/3557] Completed BMI in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-23T20:17:48.729374] [INFO ] [sig       ] [474/3557] Forecasting BMO...
[2025-12-23T20:17:48.729403] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-23T20:17:48.729432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-23T20:17:48.741992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-23T20:17:48.742325] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-23T20:17:48.743151] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-23T20:17:48.743205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:48.743236] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:48.743263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:48.743320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:48.804471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:48.805364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:48.805455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:48.805488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:48.930927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:48.931075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:48.931116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:48.931147] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:48.934558] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-23T20:17:48.934857] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-23T20:17:48.934989] [INFO ] [sig       ] BMO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:49.094481] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BMO.txt
[2025-12-23T20:17:49.094631] [INFO ] [sig       ] [474/3557] Completed BMO in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:49.094673] [INFO ] [sig       ] [475/3557] Forecasting BMRA...
[2025-12-23T20:17:49.094703] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-23T20:17:49.094733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-23T20:17:49.105409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-23T20:17:49.105697] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-23T20:17:49.106458] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-23T20:17:49.106510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:49.106541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:49.106567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:49.106642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:49.166623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:49.167459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:49.167540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:49.167617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:49.282787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:49.282947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:49.282990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:49.283020] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:49.286868] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-23T20:17:49.287221] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-23T20:17:49.287363] [INFO ] [sig       ] BMRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:49.427426] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMRA.txt
[2025-12-23T20:17:49.427560] [INFO ] [sig       ] [475/3557] Completed BMRA in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:49.427616] [INFO ] [sig       ] [476/3557] Forecasting BMRC...
[2025-12-23T20:17:49.427646] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-23T20:17:49.427676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-23T20:17:49.438951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-23T20:17:49.439261] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-23T20:17:49.440048] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-23T20:17:49.440101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:49.440133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:49.440159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:49.440215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:49.498403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:49.499218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:49.499299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:49.499333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:49.620107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:49.620257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:49.620296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:49.620324] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:49.623616] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-23T20:17:49.623888] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-23T20:17:49.624011] [INFO ] [sig       ] BMRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:49.765435] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMRC.txt
[2025-12-23T20:17:49.765591] [INFO ] [sig       ] [476/3557] Completed BMRC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:49.765634] [INFO ] [sig       ] [477/3557] Forecasting BMRN...
[2025-12-23T20:17:49.765663] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-23T20:17:49.765693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-23T20:17:49.777009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-23T20:17:49.777333] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-23T20:17:49.778177] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-23T20:17:49.778231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:49.778274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:49.778302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:49.778357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:49.835160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:49.836069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:49.836154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:49.836186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:49.958839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:49.959007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:49.959049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:49.959078] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:49.962827] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-23T20:17:49.963230] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-23T20:17:49.963385] [INFO ] [sig       ] BMRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:50.106047] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BMRN.txt
[2025-12-23T20:17:50.106217] [INFO ] [sig       ] [477/3557] Completed BMRN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:50.106258] [INFO ] [sig       ] [478/3557] Forecasting BMY...
[2025-12-23T20:17:50.106288] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-23T20:17:50.106319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-23T20:17:50.118455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-23T20:17:50.118822] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-23T20:17:50.119636] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-23T20:17:50.119689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:50.119721] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:50.119747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:50.119803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:50.174918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:50.175641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:50.175720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:50.175751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:50.294888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:50.295046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:50.295085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:50.295112] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:50.298535] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-23T20:17:50.298918] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-23T20:17:50.299058] [INFO ] [sig       ] BMY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:50.436939] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BMY.txt
[2025-12-23T20:17:50.437075] [INFO ] [sig       ] [478/3557] Completed BMY in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:50.437114] [INFO ] [sig       ] [479/3557] Forecasting BN...
[2025-12-23T20:17:50.437144] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-23T20:17:50.437174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-23T20:17:50.448342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-23T20:17:50.448677] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-23T20:17:50.449492] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-23T20:17:50.449545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:50.449602] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:50.449634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:50.449692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:50.505021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:50.505783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:50.505896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:50.505929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:50.624336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:50.624495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:50.624537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:50.624565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:50.627936] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-23T20:17:50.628209] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-23T20:17:50.628336] [INFO ] [sig       ] BN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:50.763514] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BN.txt
[2025-12-23T20:17:50.763666] [INFO ] [sig       ] [479/3557] Completed BN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:50.763707] [INFO ] [sig       ] [480/3557] Forecasting BND...
[2025-12-23T20:17:50.763738] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-23T20:17:50.763767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-23T20:17:50.776067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-23T20:17:50.776414] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-23T20:17:50.777225] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-23T20:17:50.777276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:50.777307] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:50.777333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:50.777393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:50.833010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:50.833815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:50.833896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:50.833928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:50.960889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:50.961038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:50.961077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:50.961105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:50.964534] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-23T20:17:50.964832] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-23T20:17:50.964964] [INFO ] [sig       ] BND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:51.102892] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BND.txt
[2025-12-23T20:17:51.103038] [INFO ] [sig       ] [480/3557] Completed BND in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-23T20:17:51.103078] [INFO ] [sig       ] [481/3557] Forecasting BNDX...
[2025-12-23T20:17:51.103114] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-23T20:17:51.103144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-23T20:17:51.114718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-23T20:17:51.115029] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-23T20:17:51.115812] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-23T20:17:51.115865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:51.115895] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:51.115921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:51.115976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:51.171185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:51.171869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:51.171946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:51.171978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:51.292187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:51.292340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:51.292380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:51.292408] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:51.295709] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-23T20:17:51.295976] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-23T20:17:51.296101] [INFO ] [sig       ] BNDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:51.438277] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNDX.txt
[2025-12-23T20:17:51.438424] [INFO ] [sig       ] [481/3557] Completed BNDX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:51.438464] [INFO ] [sig       ] [482/3557] Forecasting BNED...
[2025-12-23T20:17:51.438492] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-23T20:17:51.438521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-23T20:17:51.450089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-23T20:17:51.450389] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-23T20:17:51.451202] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-23T20:17:51.451256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:51.451288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:51.451316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:51.451373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:51.513141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:51.514200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:51.514289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:51.514323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:51.642757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:51.642926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:51.642973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:51.643002] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:51.646568] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-23T20:17:51.646911] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-23T20:17:51.647055] [INFO ] [sig       ] BNED: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:51.793452] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNED.txt
[2025-12-23T20:17:51.793672] [INFO ] [sig       ] [482/3557] Completed BNED in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:51.793716] [INFO ] [sig       ] [483/3557] Forecasting BNGO...
[2025-12-23T20:17:51.793748] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-23T20:17:51.793780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-23T20:17:51.805981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-23T20:17:51.806369] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-23T20:17:51.807185] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-23T20:17:51.807242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:51.807275] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:51.807304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:51.807399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:51.866761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:51.867668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:51.867752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:51.867787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:51.986168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:51.986332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:51.986375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:51.986404] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:51.990092] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-23T20:17:51.990435] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-23T20:17:51.990606] [INFO ] [sig       ] BNGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:52.131785] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNGO.txt
[2025-12-23T20:17:52.131936] [INFO ] [sig       ] [483/3557] Completed BNGO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:52.131975] [INFO ] [sig       ] [484/3557] Forecasting BNH...
[2025-12-23T20:17:52.132005] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-23T20:17:52.132037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-23T20:17:52.143702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-23T20:17:52.144068] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-23T20:17:52.144870] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-23T20:17:52.144923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:52.144955] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:52.144983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:52.145039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:52.200368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:52.201113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:52.201194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:52.201226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:52.313138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:52.313284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:52.313325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:52.313368] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:52.316723] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-23T20:17:52.316993] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-23T20:17:52.317126] [INFO ] [sig       ] BNH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:52.474126] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BNH.txt
[2025-12-23T20:17:52.474288] [INFO ] [sig       ] [484/3557] Completed BNH in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:52.474327] [INFO ] [sig       ] [485/3557] Forecasting BNJ...
[2025-12-23T20:17:52.474356] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-23T20:17:52.474386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-23T20:17:52.486068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-23T20:17:52.486498] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-23T20:17:52.487310] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-23T20:17:52.487364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:52.487396] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:52.487423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:52.487479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:52.546836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:52.547805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:52.547901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:52.547934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:52.661335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:52.661495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:52.661537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:52.661566] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:52.665065] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-23T20:17:52.665353] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-23T20:17:52.665482] [INFO ] [sig       ] BNJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:52.805967] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BNJ.txt
[2025-12-23T20:17:52.806130] [INFO ] [sig       ] [485/3557] Completed BNJ in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:52.806171] [INFO ] [sig       ] [486/3557] Forecasting BNL...
[2025-12-23T20:17:52.806201] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-23T20:17:52.806232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-23T20:17:52.818057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-23T20:17:52.818364] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-23T20:17:52.819142] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-23T20:17:52.819217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:52.819284] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:52.819313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:52.819369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:52.875514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:52.876412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:52.876493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:52.876525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:52.994137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:52.994301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:52.994341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:52.994370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:52.997757] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-23T20:17:52.998076] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-23T20:17:52.998215] [INFO ] [sig       ] BNL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:53.138805] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BNL.txt
[2025-12-23T20:17:53.138948] [INFO ] [sig       ] [486/3557] Completed BNL in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:53.138988] [INFO ] [sig       ] [487/3557] Forecasting BNS...
[2025-12-23T20:17:53.139018] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-23T20:17:53.139049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-23T20:17:53.152316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-23T20:17:53.152677] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-23T20:17:53.153676] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-23T20:17:53.153729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:53.153759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:53.153785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:53.153840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:53.211469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:53.212276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:53.212358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:53.212390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:53.339726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:53.339949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:53.340004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:53.340040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:53.343411] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-12-23T20:17:53.343735] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-23T20:17:53.343865] [INFO ] [sig       ] BNS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:53.481655] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNS.txt
[2025-12-23T20:17:53.481809] [INFO ] [sig       ] [487/3557] Completed BNS in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:53.481849] [INFO ] [sig       ] [488/3557] Forecasting BNTC...
[2025-12-23T20:17:53.481879] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-23T20:17:53.481908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-23T20:17:53.494294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-23T20:17:53.494644] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-23T20:17:53.495555] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-23T20:17:53.495629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:53.495664] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:53.495691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:53.495761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:53.558244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:53.559175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:53.559277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:53.559312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:53.689378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:53.689558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:53.689634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:53.689672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:53.693442] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-23T20:17:53.693767] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-23T20:17:53.693925] [INFO ] [sig       ] BNTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:53.835249] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNTC.txt
[2025-12-23T20:17:53.835402] [INFO ] [sig       ] [488/3557] Completed BNTC in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:53.835442] [INFO ] [sig       ] [489/3557] Forecasting BNTX...
[2025-12-23T20:17:53.835474] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-23T20:17:53.835504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-23T20:17:53.847497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-23T20:17:53.847889] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-23T20:17:53.848749] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-23T20:17:53.848804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:53.848837] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:53.848864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:53.848922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:53.911614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:53.912604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:53.912690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:53.912727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:54.040220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:54.040411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:54.040461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:54.040542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:54.044375] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-23T20:17:54.044694] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-23T20:17:54.044849] [INFO ] [sig       ] BNTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:54.182981] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BNTX.txt
[2025-12-23T20:17:54.183131] [INFO ] [sig       ] [489/3557] Completed BNTX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:54.183171] [INFO ] [sig       ] [490/3557] Forecasting BNY...
[2025-12-23T20:17:54.183201] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-23T20:17:54.183230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-23T20:17:54.194326] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNY'.
[2025-12-23T20:17:54.194720] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-23T20:17:54.195493] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-23T20:17:54.195558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:54.195618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:54.195646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:54.195702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:54.251542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:54.252403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:54.252485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:54.252518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:54.370494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:54.370675] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:17:54.370720] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:54.370750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:54.374404] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-23T20:17:54.374734] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-23T20:17:54.374874] [INFO ] [sig       ] BNY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-23T20:17:54.530368] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BNY.txt
[2025-12-23T20:17:54.530602] [INFO ] [sig       ] [490/3557] Completed BNY in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:54.530656] [INFO ] [sig       ] [491/3557] Forecasting BOC...
[2025-12-23T20:17:54.530689] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-23T20:17:54.530720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-23T20:17:54.542931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-23T20:17:54.543274] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-23T20:17:54.544183] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-23T20:17:54.544242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:54.544276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:54.544305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:54.544364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:54.607622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:54.608422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:54.608505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:54.608539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:54.740080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:54.740249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:54.740292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:54.740327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:54.744153] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-23T20:17:54.744447] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-23T20:17:54.744601] [INFO ] [sig       ] BOC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:54.892441] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BOC.txt
[2025-12-23T20:17:54.892638] [INFO ] [sig       ] [491/3557] Completed BOC in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-23T20:17:54.892693] [INFO ] [sig       ] [492/3557] Forecasting BOE...
[2025-12-23T20:17:54.892729] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-23T20:17:54.892776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-23T20:17:54.905368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-23T20:17:54.905783] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-23T20:17:54.906651] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-23T20:17:54.906718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:54.906767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:54.906806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:54.906891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:54.967776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:54.968741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:54.968831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:54.968875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:55.094139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:55.094297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:55.094338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:55.094368] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:55.097974] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-12-23T20:17:55.098283] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-23T20:17:55.098424] [INFO ] [sig       ] BOE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:55.254642] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BOE.txt
[2025-12-23T20:17:55.254817] [INFO ] [sig       ] [492/3557] Completed BOE in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-23T20:17:55.254868] [INFO ] [sig       ] [493/3557] Forecasting BOF...
[2025-12-23T20:17:55.254902] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-23T20:17:55.254934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-23T20:17:55.266774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-23T20:17:55.267110] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-23T20:17:55.268065] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-23T20:17:55.268126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:55.268161] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:55.268188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:55.268247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:55.330731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:55.331528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:55.331631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:55.331667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:55.463445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:55.463640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:55.463691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:55.463721] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:55.467400] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-23T20:17:55.467713] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-23T20:17:55.467845] [INFO ] [sig       ] BOF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:55.619276] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BOF.txt
[2025-12-23T20:17:55.619452] [INFO ] [sig       ] [493/3557] Completed BOF in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-23T20:17:55.619515] [INFO ] [sig       ] [494/3557] Forecasting BOH...
[2025-12-23T20:17:55.619549] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-23T20:17:55.619602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-23T20:17:55.632824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-23T20:17:55.633149] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-23T20:17:55.633948] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-23T20:17:55.634005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:55.634038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:55.634067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:55.634124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:55.695131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:55.696040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:55.696128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:55.696169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:55.820001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:55.820161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:55.820201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:55.820229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:55.823595] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=56.78%)
[2025-12-23T20:17:55.823874] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-23T20:17:55.824007] [INFO ] [sig       ] BOH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:55.961326] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BOH.txt
[2025-12-23T20:17:55.961465] [INFO ] [sig       ] [494/3557] Completed BOH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-23T20:17:55.961505] [INFO ] [sig       ] [495/3557] Forecasting BOKF...
[2025-12-23T20:17:55.961535] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-23T20:17:55.961564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-23T20:17:55.974341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-23T20:17:55.974680] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-23T20:17:55.975453] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-23T20:17:55.975505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:55.975536] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:55.975563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:55.975642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:56.031040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:56.031785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:56.031864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:56.031896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:56.151550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:56.151737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:56.151777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:56.151805] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:56.155265] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-23T20:17:56.155624] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-23T20:17:56.155797] [INFO ] [sig       ] BOKF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:56.295459] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BOKF.txt
[2025-12-23T20:17:56.295611] [INFO ] [sig       ] [495/3557] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-23T20:17:56.295652] [INFO ] [sig       ] [496/3557] Forecasting BOLD...
[2025-12-23T20:17:56.295681] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-23T20:17:56.295711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-23T20:17:56.307217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-23T20:17:56.307505] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-23T20:17:56.308304] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-23T20:17:56.308358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:56.308389] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:56.308417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:56.308474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:56.364287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:56.364956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:56.365062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:56.365095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:56.479371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:56.479529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:56.479584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:56.479616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:56.482911] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-12-23T20:17:56.483178] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-23T20:17:56.483298] [INFO ] [sig       ] BOLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:56.622930] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BOLD.txt
[2025-12-23T20:17:56.623069] [INFO ] [sig       ] [496/3557] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-23T20:17:56.623108] [INFO ] [sig       ] [497/3557] Forecasting BOND...
[2025-12-23T20:17:56.623138] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-23T20:17:56.623168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-23T20:17:56.634630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-23T20:17:56.634906] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-23T20:17:56.635674] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-23T20:17:56.635726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:56.635757] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:56.635783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:56.635839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:56.691875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:56.692487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:56.692565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:56.692618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:56.812330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:56.812477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:56.812535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:56.812564] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:56.815883] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-23T20:17:56.816155] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-23T20:17:56.816277] [INFO ] [sig       ] BOND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:56.958420] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BOND.txt
[2025-12-23T20:17:56.958560] [INFO ] [sig       ] [497/3557] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:56.958635] [INFO ] [sig       ] [498/3557] Forecasting BOOM...
[2025-12-23T20:17:56.958676] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-23T20:17:56.958707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-23T20:17:56.970249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-23T20:17:56.970558] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-23T20:17:56.971333] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-23T20:17:56.971386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:56.971417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:56.971442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:56.971498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:57.027711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:57.028308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:57.028384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:57.028415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:57.146807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:57.146944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:57.146983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:57.147011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:57.150259] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-23T20:17:57.150524] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-23T20:17:57.150667] [INFO ] [sig       ] BOOM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:57.288828] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BOOM.txt
[2025-12-23T20:17:57.288951] [INFO ] [sig       ] [498/3557] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:57.288992] [INFO ] [sig       ] [499/3557] Forecasting BOTZ...
[2025-12-23T20:17:57.289023] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-23T20:17:57.289052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-23T20:17:57.300210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-23T20:17:57.300498] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-23T20:17:57.301282] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-23T20:17:57.301335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:57.301373] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:57.301401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:57.301459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:57.358221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:57.358855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:57.358931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:57.358963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:57.475351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:57.475495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:57.475533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:57.475560] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:57.478872] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-23T20:17:57.479143] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-23T20:17:57.479292] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:57.617096] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BOTZ.txt
[2025-12-23T20:17:57.617281] [INFO ] [sig       ] [499/3557] Completed BOTZ in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:57.617322] [INFO ] [sig       ] [500/3557] Forecasting BOX...
[2025-12-23T20:17:57.617352] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-23T20:17:57.617381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-23T20:17:57.628598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-23T20:17:57.628985] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-23T20:17:57.629979] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-23T20:17:57.630032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:57.630063] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:57.630089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:57.630143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:57.687452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:57.688120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:57.688196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:57.688227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:57.807799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:57.807949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:57.807992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:57.808022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:57.811542] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-23T20:17:57.811830] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-23T20:17:57.811953] [INFO ] [sig       ] BOX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:57.953056] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BOX.txt
[2025-12-23T20:17:57.953214] [INFO ] [sig       ] [500/3557] Completed BOX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:57.953255] [INFO ] [sig       ] [501/3557] Forecasting BP...
[2025-12-23T20:17:57.953287] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-23T20:17:57.953318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-23T20:17:57.964657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-23T20:17:57.965004] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-23T20:17:57.965807] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-23T20:17:57.965861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:57.965904] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:57.965931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:57.965987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:58.022962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:58.023818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:58.023899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:58.023932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:58.143495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:58.143678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:58.143720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:58.143748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:58.147101] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-23T20:17:58.147374] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-23T20:17:58.147503] [INFO ] [sig       ] BP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:58.300205] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BP.txt
[2025-12-23T20:17:58.300550] [INFO ] [sig       ] [501/3557] Completed BP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:58.300609] [INFO ] [sig       ] [502/3557] Forecasting BPOP...
[2025-12-23T20:17:58.300642] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-23T20:17:58.300672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-23T20:17:58.312318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-23T20:17:58.312632] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-23T20:17:58.313384] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-23T20:17:58.313437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:58.313469] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:58.313495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:58.313550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:58.372001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:58.372923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:58.373013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:58.373053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:58.494123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:58.494283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:58.494324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:58.494353] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:58.497766] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-23T20:17:58.498051] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-23T20:17:58.498181] [INFO ] [sig       ] BPOP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:58.636740] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BPOP.txt
[2025-12-23T20:17:58.636891] [INFO ] [sig       ] [502/3557] Completed BPOP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:58.636932] [INFO ] [sig       ] [503/3557] Forecasting BPRN...
[2025-12-23T20:17:58.636963] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-23T20:17:58.636993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-23T20:17:58.647118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-23T20:17:58.647444] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-23T20:17:58.648237] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-23T20:17:58.648291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:58.648349] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:58.648377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:58.648434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:58.703731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:58.704427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:58.704505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:58.704538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:58.798321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:58.798477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:58.798517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:58.798544] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:58.801938] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-23T20:17:58.802220] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-23T20:17:58.802350] [INFO ] [sig       ] BPRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:58.947338] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BPRN.txt
[2025-12-23T20:17:58.947533] [INFO ] [sig       ] [503/3557] Completed BPRN in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:58.947603] [INFO ] [sig       ] [504/3557] Forecasting BPYPM...
[2025-12-23T20:17:58.947643] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-23T20:17:58.947681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-23T20:17:58.961329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-23T20:17:58.961705] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-23T20:17:58.962483] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-23T20:17:58.962537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:58.962568] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:58.962620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:58.962677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:59.017685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:59.018492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:59.018592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:59.018627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:59.130494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:59.130683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:59.130724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:59.130752] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:59.134093] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-12-23T20:17:59.134372] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-23T20:17:59.134499] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:59.275603] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BPYPM.txt
[2025-12-23T20:17:59.275747] [INFO ] [sig       ] [504/3557] Completed BPYPM in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:59.275787] [INFO ] [sig       ] [505/3557] Forecasting BPYPO...
[2025-12-23T20:17:59.275833] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-23T20:17:59.275865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-23T20:17:59.286460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-23T20:17:59.286821] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-23T20:17:59.287604] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-23T20:17:59.287657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:59.287688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:59.287715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:59.287770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:59.342750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:59.343490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:59.343568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:59.343701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:59.440674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:59.440833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:59.440873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:59.440900] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:59.444382] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-23T20:17:59.444680] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-23T20:17:59.444808] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:17:59.583950] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BPYPO.txt
[2025-12-23T20:17:59.584093] [INFO ] [sig       ] [505/3557] Completed BPYPO in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:59.584132] [INFO ] [sig       ] [506/3557] Forecasting BPYPP...
[2025-12-23T20:17:59.584161] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-23T20:17:59.584192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-23T20:17:59.595934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-23T20:17:59.596291] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-23T20:17:59.597070] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-23T20:17:59.597123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:59.597154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:59.597180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:59.597237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:59.653084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:59.653853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:59.653933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:59.653965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:17:59.757649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:17:59.757807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:17:59.757848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:17:59.757910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:17:59.761251] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-23T20:17:59.761522] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-23T20:17:59.761685] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:17:59.904156] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BPYPP.txt
[2025-12-23T20:17:59.904302] [INFO ] [sig       ] [506/3557] Completed BPYPP in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:17:59.904342] [INFO ] [sig       ] [507/3557] Forecasting BRAG...
[2025-12-23T20:17:59.904372] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-23T20:17:59.904403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-23T20:17:59.917008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-23T20:17:59.917508] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-23T20:17:59.918446] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-23T20:17:59.918503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:17:59.918537] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:17:59.918564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:17:59.918640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:17:59.978558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:17:59.979868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:17:59.979989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:17:59.980024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:00.100455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:00.100701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:00.100746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:00.100777] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:00.104693] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-23T20:18:00.105009] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-23T20:18:00.105155] [INFO ] [sig       ] BRAG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:00.246057] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BRAG.txt
[2025-12-23T20:18:00.246267] [INFO ] [sig       ] [507/3557] Completed BRAG in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:18:00.246309] [INFO ] [sig       ] [508/3557] Forecasting BRC...
[2025-12-23T20:18:00.246340] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-23T20:18:00.246371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-23T20:18:00.259736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-23T20:18:00.260136] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-23T20:18:00.260960] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-23T20:18:00.261014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:00.261045] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:00.261072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:00.261128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:00.316561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:00.317258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:00.317338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:00.317369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:00.436452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:00.436643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:00.436685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:00.436750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:00.440131] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-23T20:18:00.440407] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-23T20:18:00.440532] [INFO ] [sig       ] BRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:00.579614] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BRC.txt
[2025-12-23T20:18:00.579760] [INFO ] [sig       ] [508/3557] Completed BRC in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:18:00.579800] [INFO ] [sig       ] [509/3557] Forecasting BRCC...
[2025-12-23T20:18:00.579830] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-23T20:18:00.579859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-23T20:18:00.591798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-23T20:18:00.592101] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-23T20:18:00.592877] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-23T20:18:00.592930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:00.592960] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:00.592986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:00.593042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:00.648416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:00.649066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:00.649145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:00.649177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:00.769894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:00.770076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:00.770124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:00.770157] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:00.773544] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-23T20:18:00.773837] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-23T20:18:00.773964] [INFO ] [sig       ] BRCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:00.911705] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BRCC.txt
[2025-12-23T20:18:00.911839] [INFO ] [sig       ] [509/3557] Completed BRCC in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-23T20:18:00.911879] [INFO ] [sig       ] [510/3557] Forecasting BRO...
[2025-12-23T20:18:00.911908] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-23T20:18:00.911937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-23T20:18:00.923866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-23T20:18:00.924163] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-23T20:18:00.924940] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-23T20:18:00.924993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:00.925024] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:00.925050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:00.925110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:00.981771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:00.982622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:00.982719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:00.982751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:01.109034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:01.109223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:01.109264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:01.109294] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:01.112758] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-23T20:18:01.113027] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-23T20:18:01.113151] [INFO ] [sig       ] BRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:01.253126] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BRO.txt
[2025-12-23T20:18:01.253474] [INFO ] [sig       ] [510/3557] Completed BRO in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:01.253516] [INFO ] [sig       ] [511/3557] Forecasting BROS...
[2025-12-23T20:18:01.253548] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-23T20:18:01.253599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-23T20:18:01.268098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-23T20:18:01.268712] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-23T20:18:01.269738] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-23T20:18:01.269798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:01.269832] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:01.269859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:01.269923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:01.332910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:01.334645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:01.334810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:01.334857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:01.468033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:01.468478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:01.468528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:01.468559] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:01.472974] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-12-23T20:18:01.473418] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-23T20:18:01.473640] [INFO ] [sig       ] BROS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:01.633224] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BROS.txt
[2025-12-23T20:18:01.633689] [INFO ] [sig       ] [511/3557] Completed BROS in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:01.633776] [INFO ] [sig       ] [512/3557] Forecasting BRSP...
[2025-12-23T20:18:01.633811] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-23T20:18:01.633843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-23T20:18:01.649502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-23T20:18:01.649920] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-23T20:18:01.650804] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-23T20:18:01.650861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:01.650894] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:01.650933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:01.650993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:01.708217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:01.709052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:01.709134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:01.709168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:01.828244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:01.828409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:01.828450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:01.828478] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:01.832482] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-23T20:18:01.832777] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-23T20:18:01.832905] [INFO ] [sig       ] BRSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:01.975537] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BRSP.txt
[2025-12-23T20:18:01.975675] [INFO ] [sig       ] [512/3557] Completed BRSP in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:01.975715] [INFO ] [sig       ] [513/3557] Forecasting BRX...
[2025-12-23T20:18:01.975743] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-23T20:18:01.975772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-23T20:18:01.987878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-23T20:18:01.988198] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-23T20:18:01.989022] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-23T20:18:01.989090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:01.989132] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:01.989167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:01.989261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:02.046069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:02.046893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:02.047010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:02.047044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:02.169156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:02.169335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:02.169375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:02.169403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:02.172798] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-23T20:18:02.173068] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-23T20:18:02.173193] [INFO ] [sig       ] BRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:02.315956] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BRX.txt
[2025-12-23T20:18:02.316128] [INFO ] [sig       ] [513/3557] Completed BRX in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:02.316170] [INFO ] [sig       ] [514/3557] Forecasting BRZE...
[2025-12-23T20:18:02.316202] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-23T20:18:02.316232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-23T20:18:02.328905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-23T20:18:02.329339] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-23T20:18:02.330251] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-23T20:18:02.330308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:02.330351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:02.330392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:02.330481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:02.393563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:02.394435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:02.394540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:02.394592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:02.519069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:02.519243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:02.519283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:02.519312] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:02.522621] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-23T20:18:02.522893] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-23T20:18:02.523017] [INFO ] [sig       ] BRZE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:02.660480] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BRZE.txt
[2025-12-23T20:18:02.660615] [INFO ] [sig       ] [514/3557] Completed BRZE in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:02.660656] [INFO ] [sig       ] [515/3557] Forecasting BSAC...
[2025-12-23T20:18:02.660700] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-23T20:18:02.660731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-23T20:18:02.671955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-23T20:18:02.672241] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-23T20:18:02.673009] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-23T20:18:02.673061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:02.673092] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:02.673119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:02.673174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:02.729235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:02.729844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:02.729921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:02.729953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:02.847082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:02.847243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:02.847282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:02.847312] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:02.850666] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-23T20:18:02.850962] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-23T20:18:02.851101] [INFO ] [sig       ] BSAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:02.988669] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSAC.txt
[2025-12-23T20:18:02.988801] [INFO ] [sig       ] [515/3557] Completed BSAC in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:02.988840] [INFO ] [sig       ] [516/3557] Forecasting BSCQ...
[2025-12-23T20:18:02.988870] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-23T20:18:02.988905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-23T20:18:03.000110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-23T20:18:03.000399] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-23T20:18:03.001168] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-23T20:18:03.001221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:03.001253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:03.001280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:03.001336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:03.057381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:03.057988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:03.058064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:03.058095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:03.174379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:03.174532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:03.174594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:03.174631] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:03.178032] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-12-23T20:18:03.178296] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-23T20:18:03.178429] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:03.316030] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSCQ.txt
[2025-12-23T20:18:03.316176] [INFO ] [sig       ] [516/3557] Completed BSCQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:03.316222] [INFO ] [sig       ] [517/3557] Forecasting BSCS...
[2025-12-23T20:18:03.316253] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-23T20:18:03.316281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-23T20:18:03.327742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-23T20:18:03.328040] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-23T20:18:03.328878] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-23T20:18:03.328931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:03.328965] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:03.328993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:03.329052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:03.386014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:03.386620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:03.386695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:03.386727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:03.507424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:03.507545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:03.507603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:03.507634] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:03.510857] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=39.66%)
[2025-12-23T20:18:03.511124] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-23T20:18:03.511244] [INFO ] [sig       ] BSCS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:03.648854] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSCS.txt
[2025-12-23T20:18:03.648972] [INFO ] [sig       ] [517/3557] Completed BSCS in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:03.649012] [INFO ] [sig       ] [518/3557] Forecasting BSCX...
[2025-12-23T20:18:03.649041] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-23T20:18:03.649070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-23T20:18:03.660060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-23T20:18:03.660329] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-23T20:18:03.661101] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-23T20:18:03.661154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:03.661185] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:03.661212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:03.661268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:03.716924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:03.717537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:03.717630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:03.717665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:03.845564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:03.845733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:03.845773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:03.845802] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:03.849103] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-23T20:18:03.849396] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-23T20:18:03.849521] [INFO ] [sig       ] BSCX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:03.991350] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSCX.txt
[2025-12-23T20:18:03.991505] [INFO ] [sig       ] [518/3557] Completed BSCX in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:03.991546] [INFO ] [sig       ] [519/3557] Forecasting BSCY...
[2025-12-23T20:18:03.991592] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-23T20:18:03.991625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-23T20:18:04.002301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-23T20:18:04.002603] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-23T20:18:04.003366] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-23T20:18:04.003418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:04.003450] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:04.003477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:04.003533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:04.058907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:04.059527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:04.059637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:04.059672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:04.177852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:04.178011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:04.178050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:04.178096] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:04.181458] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-12-23T20:18:04.181747] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-23T20:18:04.181869] [INFO ] [sig       ] BSCY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:04.321012] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSCY.txt
[2025-12-23T20:18:04.321129] [INFO ] [sig       ] [519/3557] Completed BSCY in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:04.321167] [INFO ] [sig       ] [520/3557] Forecasting BSJQ...
[2025-12-23T20:18:04.321196] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-23T20:18:04.321227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-23T20:18:04.332295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-23T20:18:04.332564] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-23T20:18:04.333336] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-23T20:18:04.333388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:04.333446] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:04.333474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:04.333531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:04.389102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:04.389766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:04.389841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:04.389873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:04.509446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:04.509560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:04.509615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:04.509644] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:04.512934] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-23T20:18:04.513207] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-23T20:18:04.513332] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:04.651656] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSJQ.txt
[2025-12-23T20:18:04.651773] [INFO ] [sig       ] [520/3557] Completed BSJQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:04.651811] [INFO ] [sig       ] [521/3557] Forecasting BSJS...
[2025-12-23T20:18:04.651840] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-23T20:18:04.651869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-23T20:18:04.662727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-23T20:18:04.662990] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-23T20:18:04.663755] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-23T20:18:04.663807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:04.663839] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:04.663865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:04.663921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:04.719930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:04.720518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:04.720611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:04.720644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:04.842816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:04.842945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:04.842982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:04.843010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:04.846303] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-23T20:18:04.846588] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-23T20:18:04.846723] [INFO ] [sig       ] BSJS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:04.988996] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSJS.txt
[2025-12-23T20:18:04.989130] [INFO ] [sig       ] [521/3557] Completed BSJS in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:04.989170] [INFO ] [sig       ] [522/3557] Forecasting BSL...
[2025-12-23T20:18:04.989219] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-23T20:18:04.989251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-23T20:18:05.000492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-23T20:18:05.000805] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-23T20:18:05.001809] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-23T20:18:05.001871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:05.001929] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:05.001969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:05.002030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:05.058448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:05.059069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:05.059162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:05.059205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:05.185341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:05.185533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:05.185611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:05.185654] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:05.190663] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-23T20:18:05.191125] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-23T20:18:05.191320] [INFO ] [sig       ] BSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:05.344257] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSL.txt
[2025-12-23T20:18:05.344418] [INFO ] [sig       ] [522/3557] Completed BSL in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:05.344459] [INFO ] [sig       ] [523/3557] Forecasting BSLK...
[2025-12-23T20:18:05.344490] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-23T20:18:05.344520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-23T20:18:05.356031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-23T20:18:05.356340] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-23T20:18:05.357154] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-23T20:18:05.357211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:05.357244] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:05.357272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:05.357341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:05.414403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:05.415256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:05.415335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:05.415368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:05.543430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:05.543609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:05.543652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:05.543738] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:05.547630] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-12-23T20:18:05.547926] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-23T20:18:05.548058] [INFO ] [sig       ] BSLK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:05.777208] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSLK.txt
[2025-12-23T20:18:05.777370] [INFO ] [sig       ] [523/3557] Completed BSLK in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:05.777411] [INFO ] [sig       ] [524/3557] Forecasting BSM...
[2025-12-23T20:18:05.777442] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-23T20:18:05.777475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-23T20:18:05.789314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-23T20:18:05.789607] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-23T20:18:05.790397] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-23T20:18:05.790451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:05.790484] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:05.790511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:05.790586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:05.846391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:05.847013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:05.847090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:05.847123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:05.969636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:05.969830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:05.969872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:05.969901] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:05.973337] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-23T20:18:05.973639] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-23T20:18:05.973768] [INFO ] [sig       ] BSM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:06.116584] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSM.txt
[2025-12-23T20:18:06.116731] [INFO ] [sig       ] [524/3557] Completed BSM in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:06.116771] [INFO ] [sig       ] [525/3557] Forecasting BSMQ...
[2025-12-23T20:18:06.116801] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-23T20:18:06.116830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-23T20:18:06.127301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-23T20:18:06.127613] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-23T20:18:06.128414] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-23T20:18:06.128477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:06.128510] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:06.128538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:06.128627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:06.186396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:06.187090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:06.187167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:06.187200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:06.304593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:06.304745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:06.304785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:06.304815] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:06.308230] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2025-12-23T20:18:06.308502] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-23T20:18:06.308643] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:06.448101] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSMQ.txt
[2025-12-23T20:18:06.448218] [INFO ] [sig       ] [525/3557] Completed BSMQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:06.448256] [INFO ] [sig       ] [526/3557] Forecasting BSMS...
[2025-12-23T20:18:06.448285] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-23T20:18:06.448316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-23T20:18:06.460815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-23T20:18:06.461144] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-23T20:18:06.461952] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-23T20:18:06.462005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:06.462038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:06.462064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:06.462122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:06.517774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:06.518374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:06.518452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:06.518484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:06.628117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:06.628271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:06.628310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:06.628339] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:06.631689] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-23T20:18:06.631962] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-23T20:18:06.632086] [INFO ] [sig       ] BSMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:06.781414] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSMS.txt
[2025-12-23T20:18:06.781563] [INFO ] [sig       ] [526/3557] Completed BSMS in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-23T20:18:06.781625] [INFO ] [sig       ] [527/3557] Forecasting BSSX...
[2025-12-23T20:18:06.781657] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-23T20:18:06.781687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-23T20:18:06.792358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-23T20:18:06.792706] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-23T20:18:06.793682] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-23T20:18:06.793736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:06.793769] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:06.793797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:06.793854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:06.851522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:06.852164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:06.852241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:06.852274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:06.951193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:06.951323] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:18:06.951363] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:06.951392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:06.954740] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-23T20:18:06.955016] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-23T20:18:06.955144] [INFO ] [sig       ] BSSX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:07.095324] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSSX.txt
[2025-12-23T20:18:07.095456] [INFO ] [sig       ] [527/3557] Completed BSSX in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:07.095496] [INFO ] [sig       ] [528/3557] Forecasting BSTZ...
[2025-12-23T20:18:07.095526] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-23T20:18:07.095555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-23T20:18:07.106647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-23T20:18:07.106941] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-23T20:18:07.107732] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-23T20:18:07.107785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:07.107818] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:07.107846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:07.107903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:07.164425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:07.165099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:07.165178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:07.165209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:07.280290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:07.280443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:07.280481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:07.280510] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:07.283837] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-23T20:18:07.284112] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-23T20:18:07.284241] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:07.426410] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSTZ.txt
[2025-12-23T20:18:07.426591] [INFO ] [sig       ] [528/3557] Completed BSTZ in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:07.426635] [INFO ] [sig       ] [529/3557] Forecasting BSVN...
[2025-12-23T20:18:07.426666] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-23T20:18:07.426696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-23T20:18:07.438157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-23T20:18:07.438513] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-23T20:18:07.439365] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-23T20:18:07.439420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:07.439451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:07.439478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:07.439535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:07.497267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:07.498122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:07.498207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:07.498242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:07.612103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:07.612263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:07.612317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:07.612348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:07.615768] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-23T20:18:07.616036] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-23T20:18:07.616157] [INFO ] [sig       ] BSVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:07.755675] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSVN.txt
[2025-12-23T20:18:07.755840] [INFO ] [sig       ] [529/3557] Completed BSVN in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:07.755884] [INFO ] [sig       ] [530/3557] Forecasting BSVO...
[2025-12-23T20:18:07.755916] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-23T20:18:07.755947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-23T20:18:07.768115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-23T20:18:07.768506] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-23T20:18:07.769388] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-23T20:18:07.769444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:07.769477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:07.769505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:07.769562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:07.827424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:07.828284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:07.828420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:07.828473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:07.961998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:07.962158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:07.962202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:07.962233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:07.965843] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-23T20:18:07.966167] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-23T20:18:07.966312] [INFO ] [sig       ] BSVO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:08.114673] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSVO.txt
[2025-12-23T20:18:08.114832] [INFO ] [sig       ] [530/3557] Completed BSVO in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:08.114873] [INFO ] [sig       ] [531/3557] Forecasting BSX...
[2025-12-23T20:18:08.114904] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-23T20:18:08.114934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-23T20:18:08.126478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-23T20:18:08.126868] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-23T20:18:08.127736] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-23T20:18:08.127792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:08.127825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:08.127852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:08.127909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:08.185296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:08.186175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:08.186267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:08.186299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:08.311348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:08.311508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:08.311552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:08.311602] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:08.315086] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-23T20:18:08.315372] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-23T20:18:08.315505] [INFO ] [sig       ] BSX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:08.459079] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BSX.txt
[2025-12-23T20:18:08.459412] [INFO ] [sig       ] [531/3557] Completed BSX in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:08.459459] [INFO ] [sig       ] [532/3557] Forecasting BSY...
[2025-12-23T20:18:08.459490] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-23T20:18:08.459521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-23T20:18:08.471344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-23T20:18:08.471707] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-23T20:18:08.472485] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-23T20:18:08.472539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:08.472592] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:08.472622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:08.472677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:08.529325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:08.530186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:08.530294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:08.530336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:08.658329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:08.658490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:08.658554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:08.658619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:08.662540] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-23T20:18:08.662849] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-23T20:18:08.662998] [INFO ] [sig       ] BSY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:08.820722] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BSY.txt
[2025-12-23T20:18:08.820890] [INFO ] [sig       ] [532/3557] Completed BSY in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:08.820941] [INFO ] [sig       ] [533/3557] Forecasting BTA...
[2025-12-23T20:18:08.820984] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-23T20:18:08.821018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-23T20:18:08.834687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-23T20:18:08.835082] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-23T20:18:08.835908] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-23T20:18:08.835961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:08.836003] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:08.836040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:08.836100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:08.899480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:08.900314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:08.900426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:08.900465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:09.017321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:09.017481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:09.017523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:09.017554] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:09.021687] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-23T20:18:09.022001] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-23T20:18:09.022158] [INFO ] [sig       ] BTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:09.175872] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTA.txt
[2025-12-23T20:18:09.176066] [INFO ] [sig       ] [533/3557] Completed BTA in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:09.176108] [INFO ] [sig       ] [534/3557] Forecasting BTAI...
[2025-12-23T20:18:09.176137] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-23T20:18:09.176169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-23T20:18:09.187873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-23T20:18:09.188238] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-23T20:18:09.189113] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-23T20:18:09.189168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:09.189227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:09.189257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:09.189315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:09.250678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:09.251744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:09.251856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:09.251891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:09.379461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:09.379634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:09.379676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:09.379706] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:09.383187] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-23T20:18:09.383466] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-23T20:18:09.383623] [INFO ] [sig       ] BTAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:09.528785] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTAI.txt
[2025-12-23T20:18:09.528947] [INFO ] [sig       ] [534/3557] Completed BTAI in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:09.528995] [INFO ] [sig       ] [535/3557] Forecasting BTCS...
[2025-12-23T20:18:09.529026] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-23T20:18:09.529056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-23T20:18:09.540489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-23T20:18:09.540802] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-23T20:18:09.541568] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-23T20:18:09.541642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:09.541673] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:09.541700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:09.541756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:09.598473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:09.599304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:09.599390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:09.599424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:09.713714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:09.713877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:09.713918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:09.713948] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:09.718341] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-23T20:18:09.718734] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-23T20:18:09.718882] [INFO ] [sig       ] BTCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:09.865088] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTCS.txt
[2025-12-23T20:18:09.865256] [INFO ] [sig       ] [535/3557] Completed BTCS in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:09.865297] [INFO ] [sig       ] [536/3557] Forecasting BTE...
[2025-12-23T20:18:09.865328] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-23T20:18:09.865359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-23T20:18:09.877598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-23T20:18:09.877943] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-23T20:18:09.878769] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-23T20:18:09.878824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:09.878869] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:09.878898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:09.878956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:09.937931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:09.938808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:09.938893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:09.938927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:10.061784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:10.061953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:10.061995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:10.062025] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:10.065568] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-23T20:18:10.065879] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-23T20:18:10.066021] [INFO ] [sig       ] BTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:10.207948] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BTE.txt
[2025-12-23T20:18:10.208079] [INFO ] [sig       ] [536/3557] Completed BTE in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:10.208120] [INFO ] [sig       ] [537/3557] Forecasting BTF...
[2025-12-23T20:18:10.208150] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-23T20:18:10.208179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-23T20:18:10.220944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-23T20:18:10.221218] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-23T20:18:10.222039] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-23T20:18:10.222093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:10.222158] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:10.222186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:10.222242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:10.278798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:10.279498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:10.279593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:10.279628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:10.398084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:10.398232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:10.398270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:10.398299] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:10.401645] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-23T20:18:10.401919] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-23T20:18:10.402043] [INFO ] [sig       ] BTF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:10.541050] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTF.txt
[2025-12-23T20:18:10.541188] [INFO ] [sig       ] [537/3557] Completed BTF in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:10.541227] [INFO ] [sig       ] [538/3557] Forecasting BTI...
[2025-12-23T20:18:10.541258] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-23T20:18:10.541288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-23T20:18:10.552598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-23T20:18:10.552898] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-23T20:18:10.553677] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-23T20:18:10.553730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:10.553762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:10.553794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:10.553850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:10.611186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:10.611890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:10.611971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:10.612004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:10.734948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:10.735103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:10.735144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:10.735174] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:10.738752] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-23T20:18:10.739032] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-23T20:18:10.739173] [INFO ] [sig       ] BTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:10.886718] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BTI.txt
[2025-12-23T20:18:10.886957] [INFO ] [sig       ] [538/3557] Completed BTI in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:10.887021] [INFO ] [sig       ] [539/3557] Forecasting BTM...
[2025-12-23T20:18:10.887054] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-23T20:18:10.887092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-23T20:18:10.899402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-23T20:18:10.899724] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-23T20:18:10.900639] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-23T20:18:10.900693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:10.900727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:10.900754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:10.900825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:10.959449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:10.960146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:10.960257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:10.960292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:11.077721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:11.077876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:11.077923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:11.077964] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:11.081307] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-23T20:18:11.081589] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-23T20:18:11.081720] [INFO ] [sig       ] BTM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:11.221621] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTM.txt
[2025-12-23T20:18:11.221763] [INFO ] [sig       ] [539/3557] Completed BTM in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:11.221802] [INFO ] [sig       ] [540/3557] Forecasting BTMD...
[2025-12-23T20:18:11.221851] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-23T20:18:11.221884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-23T20:18:11.233023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-23T20:18:11.233333] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-23T20:18:11.234106] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-23T20:18:11.234159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:11.234190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:11.234216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:11.234271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:11.291055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:11.291764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:11.291843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:11.291876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:11.414398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:11.414549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:11.414609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:11.414641] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:11.418031] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=82.94%)
[2025-12-23T20:18:11.418306] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-23T20:18:11.418435] [INFO ] [sig       ] BTMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:11.558320] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTMD.txt
[2025-12-23T20:18:11.558453] [INFO ] [sig       ] [540/3557] Completed BTMD in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:11.558492] [INFO ] [sig       ] [541/3557] Forecasting BTSG...
[2025-12-23T20:18:11.558522] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-23T20:18:11.558551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-23T20:18:11.569866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-23T20:18:11.570144] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-23T20:18:11.570926] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-23T20:18:11.570978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:11.571010] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:11.571036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:11.571091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:11.627786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:11.628653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:11.628733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:11.628765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:11.746216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:11.746386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:11.746439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:11.746469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:11.750043] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-23T20:18:11.750322] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-23T20:18:11.750447] [INFO ] [sig       ] BTSG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:11.891149] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTSG.txt
[2025-12-23T20:18:11.891306] [INFO ] [sig       ] [541/3557] Completed BTSG in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-23T20:18:11.891346] [INFO ] [sig       ] [542/3557] Forecasting BTZ...
[2025-12-23T20:18:11.891377] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-23T20:18:11.891406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-23T20:18:11.903764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-23T20:18:11.904131] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-23T20:18:11.904983] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-23T20:18:11.905038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:11.905070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:11.905098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:11.905154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:11.960399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:11.961046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:11.961122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:11.961154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:12.073109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:12.073269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:12.073309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:12.073338] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:12.076819] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-23T20:18:12.077116] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-23T20:18:12.077250] [INFO ] [sig       ] BTZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:12.217596] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BTZ.txt
[2025-12-23T20:18:12.217736] [INFO ] [sig       ] [542/3557] Completed BTZ in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-23T20:18:12.217776] [INFO ] [sig       ] [543/3557] Forecasting BUD...
[2025-12-23T20:18:12.217807] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-23T20:18:12.217837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-23T20:18:12.229504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-23T20:18:12.229913] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-23T20:18:12.230916] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-23T20:18:12.230980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:12.231023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:12.231060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:12.231139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:12.291724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:12.292566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:12.292669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:12.292705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:12.408483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:12.408659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:12.408700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:12.408744] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:12.412087] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-23T20:18:12.412354] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-23T20:18:12.412479] [INFO ] [sig       ] BUD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:12.550737] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUD.txt
[2025-12-23T20:18:12.550899] [INFO ] [sig       ] [543/3557] Completed BUD in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-23T20:18:12.550941] [INFO ] [sig       ] [544/3557] Forecasting BUFC...
[2025-12-23T20:18:12.550972] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-23T20:18:12.551001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-23T20:18:12.562110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-23T20:18:12.562530] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-23T20:18:12.563387] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-23T20:18:12.563446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:12.563479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:12.563506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:12.563562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:12.621875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:12.622795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:12.622885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:12.622918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:12.717888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:12.718048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:12.718086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:12.718115] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:12.721546] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-23T20:18:12.721855] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-23T20:18:12.721987] [INFO ] [sig       ] BUFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:12.861597] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUFC.txt
[2025-12-23T20:18:12.861762] [INFO ] [sig       ] [544/3557] Completed BUFC in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-23T20:18:12.861802] [INFO ] [sig       ] [545/3557] Forecasting BUG...
[2025-12-23T20:18:12.861832] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-23T20:18:12.861862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-23T20:18:12.873635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-23T20:18:12.874001] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-23T20:18:12.874795] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-23T20:18:12.874847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:12.874878] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:12.874904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:12.874960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:12.931233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:12.932095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:12.932195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:12.932244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:13.065278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:13.065443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:13.065492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:13.065524] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:13.069127] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-23T20:18:13.069467] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-23T20:18:13.069629] [INFO ] [sig       ] BUG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:13.212944] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUG.txt
[2025-12-23T20:18:13.213102] [INFO ] [sig       ] [545/3557] Completed BUG in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:13.213143] [INFO ] [sig       ] [546/3557] Forecasting BUI...
[2025-12-23T20:18:13.213172] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-23T20:18:13.213203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-23T20:18:13.224886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-23T20:18:13.225158] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-23T20:18:13.225959] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-23T20:18:13.226011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:13.226042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:13.226069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:13.226125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:13.283983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:13.284845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:13.284927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:13.284961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:13.401919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:13.402072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:13.402113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:13.402142] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:13.405544] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-23T20:18:13.405847] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-23T20:18:13.405977] [INFO ] [sig       ] BUI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:13.549362] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUI.txt
[2025-12-23T20:18:13.549497] [INFO ] [sig       ] [546/3557] Completed BUI in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:13.549539] [INFO ] [sig       ] [547/3557] Forecasting BURL...
[2025-12-23T20:18:13.549775] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-23T20:18:13.549809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-23T20:18:13.562378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-23T20:18:13.562672] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-23T20:18:13.563434] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-23T20:18:13.563486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:13.563517] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:13.563544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:13.563630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:13.620369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:13.621071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:13.621176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:13.621211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:13.744879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:13.745031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:13.745075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:13.745105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:13.748471] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-12-23T20:18:13.748949] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-23T20:18:13.749078] [INFO ] [sig       ] BURL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:13.889872] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BURL.txt
[2025-12-23T20:18:13.890062] [INFO ] [sig       ] [547/3557] Completed BURL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:13.890111] [INFO ] [sig       ] [548/3557] Forecasting BUSE...
[2025-12-23T20:18:13.890142] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-23T20:18:13.890174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-23T20:18:13.901442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-23T20:18:13.901752] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-23T20:18:13.902525] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-23T20:18:13.902599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:13.902634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:13.902663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:13.902720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:13.959071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:13.959781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:13.959859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:13.959892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:14.084467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:14.084844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:14.084896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:14.084927] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:14.088673] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-12-23T20:18:14.088992] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-23T20:18:14.089131] [INFO ] [sig       ] BUSE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:14.234784] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUSE.txt
[2025-12-23T20:18:14.234930] [INFO ] [sig       ] [548/3557] Completed BUSE in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:14.234976] [INFO ] [sig       ] [549/3557] Forecasting BUXX...
[2025-12-23T20:18:14.235006] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-23T20:18:14.235038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-23T20:18:14.247161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-23T20:18:14.247458] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-23T20:18:14.248242] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-23T20:18:14.248306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:14.248338] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:14.248365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:14.248420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:14.306674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:14.307490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:14.307606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:14.307646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:14.424204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:14.424380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:14.424424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:14.424453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:14.427810] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-23T20:18:14.428083] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-23T20:18:14.428211] [INFO ] [sig       ] BUXX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:14.571130] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BUXX.txt
[2025-12-23T20:18:14.571259] [INFO ] [sig       ] [549/3557] Completed BUXX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:14.571297] [INFO ] [sig       ] [550/3557] Forecasting BVFL...
[2025-12-23T20:18:14.571327] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-23T20:18:14.571356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-23T20:18:14.582993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-23T20:18:14.583297] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-23T20:18:14.584069] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-23T20:18:14.584121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:14.584154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:14.584181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:14.584236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:14.641289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:14.641918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:14.641993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:14.642025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:14.752842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:14.752995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:14.753036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:14.753065] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:14.756374] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-23T20:18:14.756655] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-23T20:18:14.756778] [INFO ] [sig       ] BVFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:14.898425] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BVFL.txt
[2025-12-23T20:18:14.898606] [INFO ] [sig       ] [550/3557] Completed BVFL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:14.898649] [INFO ] [sig       ] [551/3557] Forecasting BVN...
[2025-12-23T20:18:14.898679] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-23T20:18:14.898721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-23T20:18:14.910345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-23T20:18:14.910669] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-23T20:18:14.911446] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-23T20:18:14.911498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:14.911528] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:14.911555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:14.911629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:14.968536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:14.969182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:14.969274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:14.969307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:15.086977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:15.087128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:15.087168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:15.087197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:15.090659] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-23T20:18:15.090951] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-23T20:18:15.091082] [INFO ] [sig       ] BVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:15.228265] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BVN.txt
[2025-12-23T20:18:15.228389] [INFO ] [sig       ] [551/3557] Completed BVN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:15.228430] [INFO ] [sig       ] [552/3557] Forecasting BVS...
[2025-12-23T20:18:15.228462] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-23T20:18:15.228491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-23T20:18:15.239629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-23T20:18:15.239946] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-23T20:18:15.240809] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-23T20:18:15.240862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:15.240893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:15.240921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:15.240977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:15.298200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:15.298916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:15.298997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:15.299029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:15.420884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:15.421040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:15.421081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:15.421110] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:15.424458] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=20.87%)
[2025-12-23T20:18:15.424745] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-23T20:18:15.424868] [INFO ] [sig       ] BVS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:15.562766] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BVS.txt
[2025-12-23T20:18:15.562901] [INFO ] [sig       ] [552/3557] Completed BVS in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:15.562939] [INFO ] [sig       ] [553/3557] Forecasting BWA...
[2025-12-23T20:18:15.562969] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-23T20:18:15.562999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-23T20:18:15.573757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-23T20:18:15.574033] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-23T20:18:15.574803] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-23T20:18:15.574855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:15.574886] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:15.574912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:15.574967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:15.630925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:15.631562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:15.631655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:15.631688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:15.753171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:15.753345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:15.753393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:15.753424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:15.756880] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-23T20:18:15.757164] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-23T20:18:15.757287] [INFO ] [sig       ] BWA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:15.895160] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BWA.txt
[2025-12-23T20:18:15.895317] [INFO ] [sig       ] [553/3557] Completed BWA in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:15.895359] [INFO ] [sig       ] [554/3557] Forecasting BWAY...
[2025-12-23T20:18:15.895389] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-23T20:18:15.895421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-23T20:18:15.907269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-23T20:18:15.907616] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-23T20:18:15.908441] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-23T20:18:15.908495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:15.908554] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:15.908612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:15.908694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:15.965540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:15.966303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:15.966380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:15.966411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:16.088905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:16.089028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:16.089068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:16.089097] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:16.092601] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-23T20:18:16.092902] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-23T20:18:16.093036] [INFO ] [sig       ] BWAY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:16.234130] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BWAY.txt
[2025-12-23T20:18:16.234269] [INFO ] [sig       ] [554/3557] Completed BWAY in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:16.234309] [INFO ] [sig       ] [555/3557] Forecasting BWB...
[2025-12-23T20:18:16.234338] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-23T20:18:16.234370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-23T20:18:16.245332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-23T20:18:16.245628] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-23T20:18:16.246403] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-23T20:18:16.246458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:16.246490] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:16.246516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:16.246592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:16.302263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:16.303071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:16.303149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:16.303181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:16.433118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:16.433291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:16.433333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:16.433363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:16.437432] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-23T20:18:16.437871] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-23T20:18:16.438057] [INFO ] [sig       ] BWB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:16.579173] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BWB.txt
[2025-12-23T20:18:16.579328] [INFO ] [sig       ] [555/3557] Completed BWB in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:16.579368] [INFO ] [sig       ] [556/3557] Forecasting BWEN...
[2025-12-23T20:18:16.579397] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-23T20:18:16.579428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-23T20:18:16.591183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-23T20:18:16.591488] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-23T20:18:16.592297] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-23T20:18:16.592351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:16.592383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:16.592409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:16.592465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:16.649754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:16.650652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:16.650746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:16.650780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:16.769060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:16.769228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:16.769284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:16.769313] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:16.772638] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-23T20:18:16.772922] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-23T20:18:16.773048] [INFO ] [sig       ] BWEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:16.910393] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BWEN.txt
[2025-12-23T20:18:16.910532] [INFO ] [sig       ] [556/3557] Completed BWEN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-23T20:18:16.910587] [INFO ] [sig       ] [557/3557] Forecasting BWFG...
[2025-12-23T20:18:16.910621] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-23T20:18:16.910651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-23T20:18:16.921422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-23T20:18:16.921747] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-23T20:18:16.922503] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-23T20:18:16.922555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:16.922607] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:16.922635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:16.922690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:16.979389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:16.980249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:16.980327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:16.980359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:17.092090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:17.092229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:17.092267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:17.092326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:17.095663] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-23T20:18:17.095940] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-23T20:18:17.096071] [INFO ] [sig       ] BWFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:17.239052] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BWFG.txt
[2025-12-23T20:18:17.239228] [INFO ] [sig       ] [557/3557] Completed BWFG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:17.239272] [INFO ] [sig       ] [558/3557] Forecasting BWG...
[2025-12-23T20:18:17.239302] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-23T20:18:17.239333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-23T20:18:17.250379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-23T20:18:17.250685] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-23T20:18:17.251439] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-23T20:18:17.251491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:17.251523] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:17.251549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:17.251625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:17.308058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:17.308727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:17.308802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:17.308835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:17.430046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:17.430240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:17.430281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:17.430310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:17.433925] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-23T20:18:17.434248] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-23T20:18:17.434390] [INFO ] [sig       ] BWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:17.572040] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BWG.txt
[2025-12-23T20:18:17.572187] [INFO ] [sig       ] [558/3557] Completed BWG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:17.572227] [INFO ] [sig       ] [559/3557] Forecasting BWIN...
[2025-12-23T20:18:17.572255] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-23T20:18:17.572284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-23T20:18:17.584363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-23T20:18:17.584694] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-23T20:18:17.585448] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-23T20:18:17.585499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:17.585530] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:17.585555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:17.585639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:17.640354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:17.641184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:17.641266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:17.641298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:17.756714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:17.756875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:17.756915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:17.756943] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:17.760342] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-12-23T20:18:17.760635] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-23T20:18:17.760760] [INFO ] [sig       ] BWIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:17.900727] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BWIN.txt
[2025-12-23T20:18:17.900871] [INFO ] [sig       ] [559/3557] Completed BWIN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:17.900911] [INFO ] [sig       ] [560/3557] Forecasting BWMN...
[2025-12-23T20:18:17.900940] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-23T20:18:17.900971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-23T20:18:17.913497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-23T20:18:17.913790] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-23T20:18:17.914561] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-23T20:18:17.914630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:17.914866] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:17.914893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:17.914952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:17.972878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:17.973464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:17.973539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:17.973587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:18.099830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:18.100019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:18.100060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:18.100088] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:18.103872] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-23T20:18:18.104157] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-23T20:18:18.104281] [INFO ] [sig       ] BWMN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:18.244433] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BWMN.txt
[2025-12-23T20:18:18.244563] [INFO ] [sig       ] [560/3557] Completed BWMN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:18.244620] [INFO ] [sig       ] [561/3557] Forecasting BXC...
[2025-12-23T20:18:18.244650] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-23T20:18:18.244679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-23T20:18:18.255933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-23T20:18:18.256214] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-23T20:18:18.256996] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-23T20:18:18.257047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:18.257078] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:18.257105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:18.257161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:18.318208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:18.318950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:18.319030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:18.319063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:18.439274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:18.439427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:18.439466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:18.439494] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:18.442884] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-23T20:18:18.443161] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-23T20:18:18.443290] [INFO ] [sig       ] BXC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:18.591361] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BXC.txt
[2025-12-23T20:18:18.591522] [INFO ] [sig       ] [561/3557] Completed BXC in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:18.591563] [INFO ] [sig       ] [562/3557] Forecasting BXMX...
[2025-12-23T20:18:18.591616] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-23T20:18:18.591647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-23T20:18:18.604069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-23T20:18:18.604380] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-23T20:18:18.605171] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-23T20:18:18.605227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:18.605260] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:18.605287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:18.605344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:18.661432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:18.662071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:18.662151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:18.662182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:18.781325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:18.781470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:18.781509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:18.781540] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:18.784832] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-23T20:18:18.785100] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-23T20:18:18.785226] [INFO ] [sig       ] BXMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:18.955087] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BXMX.txt
[2025-12-23T20:18:18.955323] [INFO ] [sig       ] [562/3557] Completed BXMX in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-23T20:18:18.955385] [INFO ] [sig       ] [563/3557] Forecasting BXP...
[2025-12-23T20:18:18.955430] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-23T20:18:18.955477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-23T20:18:18.969808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-23T20:18:18.970139] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-23T20:18:18.970953] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-23T20:18:18.971006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:18.971038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:18.971063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:18.971119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:19.026270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:19.027140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:19.027222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:19.027254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:19.146753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:19.146916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:19.146956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:19.146984] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:19.150317] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-23T20:18:19.150620] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-23T20:18:19.150749] [INFO ] [sig       ] BXP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:19.289504] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BXP.txt
[2025-12-23T20:18:19.289684] [INFO ] [sig       ] [563/3557] Completed BXP in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:19.289727] [INFO ] [sig       ] [564/3557] Forecasting BXSL...
[2025-12-23T20:18:19.289762] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-23T20:18:19.289794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-23T20:18:19.301094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-23T20:18:19.301455] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-23T20:18:19.302260] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-23T20:18:19.302314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:19.302346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:19.302375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:19.302438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:19.359835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:19.360695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:19.360813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:19.360846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:19.474006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:19.474161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:19.474203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:19.474232] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:19.477628] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-23T20:18:19.477908] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-23T20:18:19.478038] [INFO ] [sig       ] BXSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:19.617915] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BXSL.txt
[2025-12-23T20:18:19.618073] [INFO ] [sig       ] [564/3557] Completed BXSL in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:19.618114] [INFO ] [sig       ] [565/3557] Forecasting BYD...
[2025-12-23T20:18:19.618145] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-23T20:18:19.618174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-23T20:18:19.629819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-23T20:18:19.630185] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-23T20:18:19.631028] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-23T20:18:19.631082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:19.631115] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:19.631142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:19.631199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:19.687676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:19.688557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:19.688675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:19.688716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:19.817239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:19.817425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:19.817467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:19.817496] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:19.821083] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-23T20:18:19.821388] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-23T20:18:19.821524] [INFO ] [sig       ] BYD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:19.961742] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BYD.txt
[2025-12-23T20:18:19.961912] [INFO ] [sig       ] [565/3557] Completed BYD in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:19.961952] [INFO ] [sig       ] [566/3557] Forecasting BYM...
[2025-12-23T20:18:19.961982] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-23T20:18:19.962012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-23T20:18:19.974020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-23T20:18:19.974383] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-23T20:18:19.975198] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-23T20:18:19.975254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:19.975287] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:19.975313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:19.975370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:20.032150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:20.033012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:20.033098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:20.033130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:20.150416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:20.150588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:20.150631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:20.150659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:20.153949] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-23T20:18:20.154217] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-23T20:18:20.154340] [INFO ] [sig       ] BYM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:20.292988] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BYM.txt
[2025-12-23T20:18:20.293146] [INFO ] [sig       ] [566/3557] Completed BYM in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:20.293186] [INFO ] [sig       ] [567/3557] Forecasting BYRN...
[2025-12-23T20:18:20.293217] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-23T20:18:20.293246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-23T20:18:20.304717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-23T20:18:20.305053] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-23T20:18:20.305827] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-23T20:18:20.305880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:20.305911] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:20.305938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:20.305993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:20.362460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:20.363333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:20.363413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:20.363445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:20.483523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:20.483686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:20.483726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:20.483770] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:20.487119] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-12-23T20:18:20.487394] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-23T20:18:20.487519] [INFO ] [sig       ] BYRN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:20.635494] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BYRN.txt
[2025-12-23T20:18:20.635707] [INFO ] [sig       ] [567/3557] Completed BYRN in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:20.635751] [INFO ] [sig       ] [568/3557] Forecasting BYSI...
[2025-12-23T20:18:20.635781] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-23T20:18:20.635811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-23T20:18:20.646669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-23T20:18:20.646945] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-23T20:18:20.647721] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-23T20:18:20.647773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:20.647805] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:20.647832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:20.647887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:20.705340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:20.706123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:20.706203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:20.706237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:20.812446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:20.812617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:20.812658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:20.812686] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:20.816006] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-12-23T20:18:20.816274] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-23T20:18:20.816395] [INFO ] [sig       ] BYSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:20.955177] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BYSI.txt
[2025-12-23T20:18:20.955300] [INFO ] [sig       ] [568/3557] Completed BYSI in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:20.955339] [INFO ] [sig       ] [569/3557] Forecasting BZ...
[2025-12-23T20:18:20.955369] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-23T20:18:20.955398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-23T20:18:20.966542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-23T20:18:20.966830] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-23T20:18:20.967600] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-23T20:18:20.967652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:20.967684] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:20.967711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:20.967767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:21.025306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:21.026144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:21.026224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:21.026272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:21.147646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:21.147769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:21.147807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:21.147835] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:21.151161] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-23T20:18:21.151428] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-23T20:18:21.151557] [INFO ] [sig       ] BZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:21.288708] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/BZ.txt
[2025-12-23T20:18:21.288835] [INFO ] [sig       ] [569/3557] Completed BZ in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:21.288874] [INFO ] [sig       ] [570/3557] Forecasting BZH...
[2025-12-23T20:18:21.288903] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-23T20:18:21.288932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-23T20:18:21.300484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-23T20:18:21.300781] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-23T20:18:21.301555] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-23T20:18:21.301636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:21.301676] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:21.301711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:21.301783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:21.357908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:21.358686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:21.358764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:21.358795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:21.474678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:21.474819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:21.474857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:21.474885] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:21.478169] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-23T20:18:21.478441] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-23T20:18:21.478562] [INFO ] [sig       ] BZH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:21.616160] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BZH.txt
[2025-12-23T20:18:21.616304] [INFO ] [sig       ] [570/3557] Completed BZH in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:21.616344] [INFO ] [sig       ] [571/3557] Forecasting BZUN...
[2025-12-23T20:18:21.616374] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-23T20:18:21.616404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-23T20:18:21.632055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-23T20:18:21.632445] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-23T20:18:21.633268] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-23T20:18:21.633321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:21.633380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:21.633409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:21.633478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:21.696921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:21.697760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:21.697841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:21.697874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:21.826312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:21.826496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:21.826546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:21.826596] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:21.831175] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-23T20:18:21.831482] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-23T20:18:21.831640] [INFO ] [sig       ] BZUN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:21.973205] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/BZUN.txt
[2025-12-23T20:18:21.973338] [INFO ] [sig       ] [571/3557] Completed BZUN in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-23T20:18:21.973376] [INFO ] [sig       ] [572/3557] Forecasting C...
[2025-12-23T20:18:21.973406] [INFO ] [sig       ] Generating forecast for: C
[2025-12-23T20:18:21.973437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-23T20:18:21.988320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-23T20:18:21.989158] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-23T20:18:21.990167] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-23T20:18:21.990224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:21.990259] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:21.990285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:21.990344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:22.050864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:22.052033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:22.052126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:22.052160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:22.179560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:22.180062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:22.180114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:22.180145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:22.184928] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-23T20:18:22.185284] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-23T20:18:22.185457] [INFO ] [sig       ] C: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:22.335989] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/C.txt
[2025-12-23T20:18:22.336229] [INFO ] [sig       ] [572/3557] Completed C in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:22.336282] [INFO ] [sig       ] [573/3557] Forecasting CAAP...
[2025-12-23T20:18:22.336324] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-23T20:18:22.336357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-23T20:18:22.350224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-23T20:18:22.350922] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-23T20:18:22.352140] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-23T20:18:22.352215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:22.352250] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:22.352277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:22.352336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:22.415029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:22.416309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:22.416436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:22.416472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:22.543489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:22.543676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:22.543719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:22.543751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:22.547195] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-23T20:18:22.547484] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-23T20:18:22.547637] [INFO ] [sig       ] CAAP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:22.689434] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CAAP.txt
[2025-12-23T20:18:22.689620] [INFO ] [sig       ] [573/3557] Completed CAAP in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:22.689663] [INFO ] [sig       ] [574/3557] Forecasting CAAS...
[2025-12-23T20:18:22.689693] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-23T20:18:22.689723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-23T20:18:22.704100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-23T20:18:22.704645] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-23T20:18:22.705726] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-23T20:18:22.705797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:22.705836] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:22.705869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:22.705947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:22.769563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:22.770468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:22.770554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:22.770604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:22.879440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:22.879629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:22.879672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:22.879700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:22.883113] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-23T20:18:22.883389] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-23T20:18:22.883519] [INFO ] [sig       ] CAAS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:23.021050] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CAAS.txt
[2025-12-23T20:18:23.021217] [INFO ] [sig       ] [574/3557] Completed CAAS in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:23.021256] [INFO ] [sig       ] [575/3557] Forecasting CABA...
[2025-12-23T20:18:23.021285] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-23T20:18:23.021316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-23T20:18:23.032965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-23T20:18:23.033318] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-23T20:18:23.034124] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-23T20:18:23.034179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:23.034211] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:23.034238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:23.034294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:23.091895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:23.092824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:23.092916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:23.092950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:23.210669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:23.210836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:23.210877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:23.210905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:23.214319] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-23T20:18:23.214624] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-23T20:18:23.214760] [INFO ] [sig       ] CABA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:23.354558] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CABA.txt
[2025-12-23T20:18:23.354722] [INFO ] [sig       ] [575/3557] Completed CABA in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:23.354768] [INFO ] [sig       ] [576/3557] Forecasting CABO...
[2025-12-23T20:18:23.354800] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-23T20:18:23.354829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-23T20:18:23.366302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-23T20:18:23.366621] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-23T20:18:23.367452] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-23T20:18:23.367505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:23.367537] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:23.367565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:23.367670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:23.425294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:23.425991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:23.426072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:23.426104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:23.541422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:23.541589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:23.541631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:23.541672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:23.544984] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-23T20:18:23.545250] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-23T20:18:23.545373] [INFO ] [sig       ] CABO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:23.683132] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CABO.txt
[2025-12-23T20:18:23.683275] [INFO ] [sig       ] [576/3557] Completed CABO in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:23.683314] [INFO ] [sig       ] [577/3557] Forecasting CAC...
[2025-12-23T20:18:23.683344] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-23T20:18:23.683375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-23T20:18:23.694783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-23T20:18:23.695096] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-23T20:18:23.695941] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-23T20:18:23.695995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:23.696027] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:23.696055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:23.696112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:23.754011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:23.754819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:23.754899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:23.754934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:23.872535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:23.872702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:23.872742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:23.872771] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:23.876082] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-23T20:18:23.876345] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-23T20:18:23.876466] [INFO ] [sig       ] CAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:24.014567] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CAC.txt
[2025-12-23T20:18:24.014717] [INFO ] [sig       ] [577/3557] Completed CAC in 0.3s | 2.89 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:24.014758] [INFO ] [sig       ] [578/3557] Forecasting CACC...
[2025-12-23T20:18:24.014786] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-23T20:18:24.014815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-23T20:18:24.026227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-23T20:18:24.026539] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-23T20:18:24.027354] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-23T20:18:24.027407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:24.027441] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:24.027468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:24.027526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:24.085416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:24.086281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:24.086371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:24.086405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:24.208306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:24.208484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:24.208528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:24.208556] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:24.212110] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-23T20:18:24.212414] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-23T20:18:24.212547] [INFO ] [sig       ] CACC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:24.350899] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CACC.txt
[2025-12-23T20:18:24.351063] [INFO ] [sig       ] [578/3557] Completed CACC in 0.3s | 2.89 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:24.351112] [INFO ] [sig       ] [579/3557] Forecasting CACI...
[2025-12-23T20:18:24.351149] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-23T20:18:24.351184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-23T20:18:24.365945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-23T20:18:24.366428] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-23T20:18:24.367481] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-23T20:18:24.367547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:24.367608] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:24.367646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:24.367725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:24.430597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:24.431481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:24.431566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:24.431630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:24.549272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:24.549440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:24.549483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:24.549513] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:24.553021] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-23T20:18:24.553328] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-23T20:18:24.553464] [INFO ] [sig       ] CACI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:24.694013] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CACI.txt
[2025-12-23T20:18:24.694144] [INFO ] [sig       ] [579/3557] Completed CACI in 0.3s | 2.89 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-23T20:18:24.694184] [INFO ] [sig       ] [580/3557] Forecasting CADE...
[2025-12-23T20:18:24.694214] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-23T20:18:24.694242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-23T20:18:24.705339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-23T20:18:24.705647] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-23T20:18:24.706405] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-23T20:18:24.706458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:24.706489] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:24.706515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:24.706588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:24.764308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:24.764953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:24.765033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:24.765067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:24.885960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:24.886134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:24.886193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:24.886225] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:24.889800] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-23T20:18:24.890104] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-23T20:18:24.890238] [INFO ] [sig       ] CADE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:25.039996] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CADE.txt
[2025-12-23T20:18:25.040165] [INFO ] [sig       ] [580/3557] Completed CADE in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:25.040211] [INFO ] [sig       ] [581/3557] Forecasting CADL...
[2025-12-23T20:18:25.040241] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-23T20:18:25.040270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-23T20:18:25.051985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-23T20:18:25.052337] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-23T20:18:25.053195] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-23T20:18:25.053256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:25.053308] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:25.053338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:25.053395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:25.111533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:25.112426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:25.112593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:25.112638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:25.237547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:25.237719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:25.237758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:25.237787] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:25.241249] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-23T20:18:25.241535] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-23T20:18:25.241683] [INFO ] [sig       ] CADL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:25.378797] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CADL.txt
[2025-12-23T20:18:25.378941] [INFO ] [sig       ] [581/3557] Completed CADL in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:25.378980] [INFO ] [sig       ] [582/3557] Forecasting CAE...
[2025-12-23T20:18:25.379012] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-23T20:18:25.379042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-23T20:18:25.390214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-23T20:18:25.390535] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-23T20:18:25.391323] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-23T20:18:25.391376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:25.391407] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:25.391433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:25.391490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:25.448472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:25.449337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:25.449423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:25.449457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:25.579762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:25.579921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:25.579971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:25.580002] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:25.583388] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-23T20:18:25.583753] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-23T20:18:25.583885] [INFO ] [sig       ] CAE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:25.742299] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAE.txt
[2025-12-23T20:18:25.742478] [INFO ] [sig       ] [582/3557] Completed CAE in 0.4s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:25.742528] [INFO ] [sig       ] [583/3557] Forecasting CAF...
[2025-12-23T20:18:25.742615] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-23T20:18:25.742688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-23T20:18:25.768168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-23T20:18:25.768627] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-23T20:18:25.769684] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-23T20:18:25.769755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:25.769806] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:25.769843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:25.769902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:25.842723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:25.843957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:25.844063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:25.844115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:25.960663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:25.960822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:25.960862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:25.960890] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:25.964292] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-23T20:18:25.964614] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-23T20:18:25.964774] [INFO ] [sig       ] CAF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:26.106095] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAF.txt
[2025-12-23T20:18:26.106321] [INFO ] [sig       ] [583/3557] Completed CAF in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:26.106379] [INFO ] [sig       ] [584/3557] Forecasting CAG...
[2025-12-23T20:18:26.106420] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-23T20:18:26.106461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-23T20:18:26.119402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-23T20:18:26.119822] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-23T20:18:26.120685] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-23T20:18:26.120739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:26.120785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:26.120814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:26.120884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:26.186713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:26.187654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:26.187753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:26.187800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:26.307396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:26.307557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:26.307619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:26.307649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:26.311155] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-12-23T20:18:26.311434] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-23T20:18:26.311565] [INFO ] [sig       ] CAG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:26.453136] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CAG.txt
[2025-12-23T20:18:26.453331] [INFO ] [sig       ] [584/3557] Completed CAG in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:26.453374] [INFO ] [sig       ] [585/3557] Forecasting CAH...
[2025-12-23T20:18:26.453404] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-23T20:18:26.453434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-23T20:18:26.466337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-23T20:18:26.466770] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-23T20:18:26.467569] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-23T20:18:26.467644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:26.467681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:26.467708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:26.467765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:26.524703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:26.525594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:26.525676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:26.525710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:26.643108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:26.643275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:26.643316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:26.643345] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:26.646682] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-23T20:18:26.646957] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-23T20:18:26.647081] [INFO ] [sig       ] CAH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:26.786300] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAH.txt
[2025-12-23T20:18:26.786437] [INFO ] [sig       ] [585/3557] Completed CAH in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:26.786477] [INFO ] [sig       ] [586/3557] Forecasting CAKE...
[2025-12-23T20:18:26.786506] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-23T20:18:26.786536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-23T20:18:26.797974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-23T20:18:26.798294] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-23T20:18:26.799080] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-23T20:18:26.799132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:26.799163] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:26.799211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:26.799268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:26.854320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:26.854962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:26.855038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:26.855069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:26.973664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:26.973821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:26.973862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:26.973889] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:26.977231] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-23T20:18:26.977505] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-23T20:18:26.977650] [INFO ] [sig       ] CAKE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:27.114740] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAKE.txt
[2025-12-23T20:18:27.114871] [INFO ] [sig       ] [586/3557] Completed CAKE in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:27.114911] [INFO ] [sig       ] [587/3557] Forecasting CAL...
[2025-12-23T20:18:27.114939] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-23T20:18:27.114969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-23T20:18:27.126378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-23T20:18:27.126669] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-23T20:18:27.127418] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-23T20:18:27.127471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:27.127503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:27.127531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:27.127612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:27.187175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:27.187966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:27.188044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:27.188076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:27.313696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:27.313853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:27.313894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:27.313925] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:27.317440] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-23T20:18:27.317753] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-23T20:18:27.317885] [INFO ] [sig       ] CAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:27.460731] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CAL.txt
[2025-12-23T20:18:27.460863] [INFO ] [sig       ] [587/3557] Completed CAL in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-23T20:18:27.460902] [INFO ] [sig       ] [588/3557] Forecasting CALC...
[2025-12-23T20:18:27.460937] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-23T20:18:27.460968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-23T20:18:27.471982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-23T20:18:27.472282] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-23T20:18:27.473059] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-23T20:18:27.473111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:27.473167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:27.473194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:27.473250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:27.528792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:27.529476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:27.529551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:27.529600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:27.642549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:27.642702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:27.642740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:27.642768] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:27.646002] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-23T20:18:27.646266] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-23T20:18:27.646388] [INFO ] [sig       ] CALC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:27.784591] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CALC.txt
[2025-12-23T20:18:27.784719] [INFO ] [sig       ] [588/3557] Completed CALC in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:27.784761] [INFO ] [sig       ] [589/3557] Forecasting CALM...
[2025-12-23T20:18:27.784791] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-23T20:18:27.784821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-23T20:18:27.795596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-23T20:18:27.795859] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-23T20:18:27.796633] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-23T20:18:27.796696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:27.796733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:27.796766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:27.796831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:27.853180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:27.853800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:27.853876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:27.853908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:27.978417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:27.978625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:27.978669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:27.978698] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:27.982086] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-12-23T20:18:27.982353] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-23T20:18:27.982474] [INFO ] [sig       ] CALM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:28.120086] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CALM.txt
[2025-12-23T20:18:28.120218] [INFO ] [sig       ] [589/3557] Completed CALM in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:28.120256] [INFO ] [sig       ] [590/3557] Forecasting CALX...
[2025-12-23T20:18:28.120286] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-23T20:18:28.120316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-23T20:18:28.131552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-23T20:18:28.131845] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-23T20:18:28.132608] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-23T20:18:28.132663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:28.132694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:28.132721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:28.132777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:28.189045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:28.189718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:28.189793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:28.189826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:28.312411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:28.312586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:28.312629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:28.312657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:28.315984] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-23T20:18:28.316262] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-23T20:18:28.316388] [INFO ] [sig       ] CALX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:28.454932] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CALX.txt
[2025-12-23T20:18:28.455062] [INFO ] [sig       ] [590/3557] Completed CALX in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:28.455100] [INFO ] [sig       ] [591/3557] Forecasting CAPL...
[2025-12-23T20:18:28.455129] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-23T20:18:28.455159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-23T20:18:28.466412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-23T20:18:28.466707] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-23T20:18:28.467448] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-23T20:18:28.467500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:28.467532] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:28.467558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:28.467634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:28.523523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:28.524143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:28.524219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:28.524251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:28.642482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:28.642630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:28.642671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:28.642752] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:28.646006] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-12-23T20:18:28.646269] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-23T20:18:28.646391] [INFO ] [sig       ] CAPL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:28.786703] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAPL.txt
[2025-12-23T20:18:28.786844] [INFO ] [sig       ] [591/3557] Completed CAPL in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:28.786889] [INFO ] [sig       ] [592/3557] Forecasting CARE...
[2025-12-23T20:18:28.786920] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-23T20:18:28.786950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-23T20:18:28.798395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-23T20:18:28.798678] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-23T20:18:28.799481] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-23T20:18:28.799533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:28.799564] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:28.799619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:28.799677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:28.855523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:28.856150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:28.856225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:28.856257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:28.973681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:28.973842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:28.973881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:28.973910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:28.977231] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-23T20:18:28.977519] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-23T20:18:28.977668] [INFO ] [sig       ] CARE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:29.116662] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CARE.txt
[2025-12-23T20:18:29.116795] [INFO ] [sig       ] [592/3557] Completed CARE in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:29.116835] [INFO ] [sig       ] [593/3557] Forecasting CARG...
[2025-12-23T20:18:29.116864] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-23T20:18:29.116894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-23T20:18:29.128501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-23T20:18:29.128789] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-23T20:18:29.129556] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-23T20:18:29.129626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:29.129657] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:29.129683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:29.129740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:29.184713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:29.185326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:29.185400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:29.185470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:29.305683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:29.305813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:29.305850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:29.305878] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:29.309073] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-23T20:18:29.309353] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-23T20:18:29.309476] [INFO ] [sig       ] CARG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:29.451894] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CARG.txt
[2025-12-23T20:18:29.452042] [INFO ] [sig       ] [593/3557] Completed CARG in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:29.452085] [INFO ] [sig       ] [594/3557] Forecasting CARS...
[2025-12-23T20:18:29.452113] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-23T20:18:29.452142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-23T20:18:29.465096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-23T20:18:29.465380] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-23T20:18:29.466197] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-23T20:18:29.466252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:29.466289] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:29.466318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:29.466376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:29.524627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:29.525281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:29.525357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:29.525388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:29.650928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:29.651122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:29.651168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:29.651197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:29.654760] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-23T20:18:29.655043] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-23T20:18:29.655170] [INFO ] [sig       ] CARS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:29.801529] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CARS.txt
[2025-12-23T20:18:29.801672] [INFO ] [sig       ] [594/3557] Completed CARS in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:29.801713] [INFO ] [sig       ] [595/3557] Forecasting CASH...
[2025-12-23T20:18:29.801741] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-23T20:18:29.801770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-23T20:18:29.814354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-23T20:18:29.814787] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-23T20:18:29.815757] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-23T20:18:29.815814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:29.815847] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:29.815915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:29.815990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:29.881634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:29.882551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:29.882659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:29.882696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:30.008673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:30.008853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:30.008904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:30.008933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:30.012785] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-23T20:18:30.013084] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-23T20:18:30.013217] [INFO ] [sig       ] CASH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:30.168873] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CASH.txt
[2025-12-23T20:18:30.169040] [INFO ] [sig       ] [595/3557] Completed CASH in 0.4s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:30.169085] [INFO ] [sig       ] [596/3557] Forecasting CASS...
[2025-12-23T20:18:30.169128] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-23T20:18:30.169174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-23T20:18:30.185481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-23T20:18:30.185833] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-23T20:18:30.186636] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-23T20:18:30.186689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:30.186720] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:30.186745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:30.186801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:30.255784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:30.256910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:30.256997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:30.257037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:30.392210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:30.392394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:30.392452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:30.392492] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:30.396388] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-12-23T20:18:30.396762] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-23T20:18:30.396906] [INFO ] [sig       ] CASS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:30.547430] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CASS.txt
[2025-12-23T20:18:30.547591] [INFO ] [sig       ] [596/3557] Completed CASS in 0.4s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:30.547632] [INFO ] [sig       ] [597/3557] Forecasting CASY...
[2025-12-23T20:18:30.547662] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-23T20:18:30.547691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-23T20:18:30.558934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-23T20:18:30.559271] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-23T20:18:30.560060] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-23T20:18:30.560112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:30.560143] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:30.560169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:30.560225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:30.615432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:30.616037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:30.616113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:30.616143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:30.733042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:30.733170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:30.733208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:30.733236] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:30.736529] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-23T20:18:30.736820] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-23T20:18:30.736942] [INFO ] [sig       ] CASY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:30.874875] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CASY.txt
[2025-12-23T20:18:30.874999] [INFO ] [sig       ] [597/3557] Completed CASY in 0.3s | 2.89 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-23T20:18:30.875037] [INFO ] [sig       ] [598/3557] Forecasting CATH...
[2025-12-23T20:18:30.875066] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-23T20:18:30.875095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-23T20:18:30.886316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-23T20:18:30.886685] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-23T20:18:30.887469] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-23T20:18:30.887521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:30.887552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:30.887597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:30.887655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:30.944628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:30.945242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:30.945348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:30.945381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:31.060696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:31.060877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:31.060926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:31.060955] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:31.064470] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-23T20:18:31.064827] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-23T20:18:31.064968] [INFO ] [sig       ] CATH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:31.203536] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CATH.txt
[2025-12-23T20:18:31.203685] [INFO ] [sig       ] [598/3557] Completed CATH in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:31.203725] [INFO ] [sig       ] [599/3557] Forecasting CATO...
[2025-12-23T20:18:31.203755] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-23T20:18:31.203804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-23T20:18:31.215131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-23T20:18:31.215410] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-23T20:18:31.216233] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-23T20:18:31.216285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:31.216316] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:31.216343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:31.216399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:31.274614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:31.275229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:31.275306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:31.275339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:31.396705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:31.396845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:31.396883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:31.396911] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:31.400258] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-23T20:18:31.400526] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-23T20:18:31.400670] [INFO ] [sig       ] CATO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:31.541628] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CATO.txt
[2025-12-23T20:18:31.541762] [INFO ] [sig       ] [599/3557] Completed CATO in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:31.541802] [INFO ] [sig       ] [600/3557] Forecasting CATY...
[2025-12-23T20:18:31.541833] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-23T20:18:31.541862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-23T20:18:31.553791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-23T20:18:31.554078] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-23T20:18:31.554950] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-23T20:18:31.555003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:31.555038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:31.555065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:31.555122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:31.612143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:31.612792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:31.612885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:31.612922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:31.732828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:31.732966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:31.733004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:31.733032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:31.736237] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-12-23T20:18:31.736502] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-23T20:18:31.736644] [INFO ] [sig       ] CATY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:31.876385] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CATY.txt
[2025-12-23T20:18:31.876505] [INFO ] [sig       ] [600/3557] Completed CATY in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:31.876544] [INFO ] [sig       ] [601/3557] Forecasting CAVA...
[2025-12-23T20:18:31.876589] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-23T20:18:31.876622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-23T20:18:31.887933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-23T20:18:31.888192] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-23T20:18:31.888990] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-23T20:18:31.889042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:31.889074] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:31.889101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:31.889156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:31.946354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:31.946965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:31.947037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:31.947068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:32.065216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:32.065372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:32.065411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:32.065442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:32.068867] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-23T20:18:32.069217] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-23T20:18:32.069356] [INFO ] [sig       ] CAVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:32.210330] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CAVA.txt
[2025-12-23T20:18:32.210484] [INFO ] [sig       ] [601/3557] Completed CAVA in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:32.210524] [INFO ] [sig       ] [602/3557] Forecasting CB...
[2025-12-23T20:18:32.210555] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-23T20:18:32.210602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-23T20:18:32.222515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-23T20:18:32.222835] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-23T20:18:32.223803] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-23T20:18:32.223857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:32.223890] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:32.223918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:32.223975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:32.285654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:32.286250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:32.286325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:32.286356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:32.407500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:32.407659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:32.407700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:32.407728] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:32.411780] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-23T20:18:32.412056] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-23T20:18:32.412176] [INFO ] [sig       ] CB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:32.553550] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CB.txt
[2025-12-23T20:18:32.553698] [INFO ] [sig       ] [602/3557] Completed CB in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:32.553737] [INFO ] [sig       ] [603/3557] Forecasting CBAN...
[2025-12-23T20:18:32.553767] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-23T20:18:32.553796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-23T20:18:32.567182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-23T20:18:32.567471] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-23T20:18:32.568476] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-23T20:18:32.568529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:32.568562] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:32.568615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:32.568676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:32.627722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:32.628347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:32.628425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:32.628458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:32.745670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:32.745807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:32.745846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:32.745874] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:32.749532] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-23T20:18:32.749832] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-23T20:18:32.749958] [INFO ] [sig       ] CBAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:32.889226] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CBAN.txt
[2025-12-23T20:18:32.889344] [INFO ] [sig       ] [603/3557] Completed CBAN in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-23T20:18:32.889383] [INFO ] [sig       ] [604/3557] Forecasting CBL...
[2025-12-23T20:18:32.889412] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-23T20:18:32.889441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-23T20:18:32.901409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-23T20:18:32.901725] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-23T20:18:32.902510] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-23T20:18:32.902563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:32.902631] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:32.902663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:32.902725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:32.961060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:32.961713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:32.961805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:32.961851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:33.082415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:33.082541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:33.082597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:33.082628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:33.086494] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-23T20:18:33.086778] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-23T20:18:33.086903] [INFO ] [sig       ] CBL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:33.232399] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CBL.txt
[2025-12-23T20:18:33.232548] [INFO ] [sig       ] [604/3557] Completed CBL in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:33.232607] [INFO ] [sig       ] [605/3557] Forecasting CBNK...
[2025-12-23T20:18:33.232638] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-23T20:18:33.232669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-23T20:18:33.245129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-23T20:18:33.245495] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-23T20:18:33.246310] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-23T20:18:33.246364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:33.246425] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:33.246454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:33.246512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:33.306120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:33.306938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:33.307021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:33.307055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:33.425418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:33.425589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:33.425631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:33.425659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:33.429272] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-23T20:18:33.429549] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-23T20:18:33.429697] [INFO ] [sig       ] CBNK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:33.568660] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CBNK.txt
[2025-12-23T20:18:33.568829] [INFO ] [sig       ] [605/3557] Completed CBNK in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:33.568881] [INFO ] [sig       ] [606/3557] Forecasting CBRE...
[2025-12-23T20:18:33.568913] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-23T20:18:33.568944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-23T20:18:33.580901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-23T20:18:33.581261] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-23T20:18:33.582120] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-23T20:18:33.582175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:33.582212] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:33.582240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:33.582297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:33.641374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:33.642140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:33.642224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:33.642257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:33.766434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:33.766625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:33.766678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:33.766723] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:33.770673] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-23T20:18:33.771046] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-23T20:18:33.771224] [INFO ] [sig       ] CBRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:33.913498] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CBRE.txt
[2025-12-23T20:18:33.913679] [INFO ] [sig       ] [606/3557] Completed CBRE in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:33.913723] [INFO ] [sig       ] [607/3557] Forecasting CBRL...
[2025-12-23T20:18:33.913756] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-23T20:18:33.913788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-23T20:18:33.925400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-23T20:18:33.925748] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-23T20:18:33.926529] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-23T20:18:33.926608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:33.926646] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:33.926673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:33.926730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:33.982508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:33.983333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:33.983415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:33.983448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:34.110760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:34.110937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:34.110989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:34.111030] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:34.114475] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-23T20:18:34.114768] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-23T20:18:34.114898] [INFO ] [sig       ] CBRL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:34.258249] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CBRL.txt
[2025-12-23T20:18:34.258394] [INFO ] [sig       ] [607/3557] Completed CBRL in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:34.258434] [INFO ] [sig       ] [608/3557] Forecasting CBSH...
[2025-12-23T20:18:34.258464] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-23T20:18:34.258495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-23T20:18:34.271501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-23T20:18:34.271820] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-23T20:18:34.272595] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-23T20:18:34.272658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:34.272690] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:34.272717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:34.272772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:34.328874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:34.329695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:34.329775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:34.329807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:34.442939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:34.443094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:34.443135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:34.443198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:34.446608] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-12-23T20:18:34.446885] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-23T20:18:34.447013] [INFO ] [sig       ] CBSH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:34.590691] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CBSH.txt
[2025-12-23T20:18:34.590841] [INFO ] [sig       ] [608/3557] Completed CBSH in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:34.590882] [INFO ] [sig       ] [609/3557] Forecasting CBUS...
[2025-12-23T20:18:34.590913] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-23T20:18:34.590945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-23T20:18:34.602610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-23T20:18:34.602934] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-23T20:18:34.603752] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-23T20:18:34.603813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:34.603850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:34.603880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:34.603938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:34.658666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:34.659454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:34.659532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:34.659565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:34.778002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:34.778157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:34.778198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:34.778226] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:34.781533] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-23T20:18:34.781824] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-23T20:18:34.781955] [INFO ] [sig       ] CBUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:34.924308] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CBUS.txt
[2025-12-23T20:18:34.924450] [INFO ] [sig       ] [609/3557] Completed CBUS in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:34.924491] [INFO ] [sig       ] [610/3557] Forecasting CBZ...
[2025-12-23T20:18:34.924524] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-23T20:18:34.924555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-23T20:18:34.936552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-23T20:18:34.936904] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-23T20:18:34.937735] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-23T20:18:34.937790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:34.937823] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:34.937850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:34.937907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:34.996428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:34.997255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:34.997367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:34.997403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:35.116791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:35.116948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:35.116988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:35.117018] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:35.120534] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-23T20:18:35.120845] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-23T20:18:35.120998] [INFO ] [sig       ] CBZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:35.260824] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CBZ.txt
[2025-12-23T20:18:35.260996] [INFO ] [sig       ] [610/3557] Completed CBZ in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:35.261037] [INFO ] [sig       ] [611/3557] Forecasting CC...
[2025-12-23T20:18:35.261068] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-23T20:18:35.261099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-23T20:18:35.275124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-23T20:18:35.275432] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-23T20:18:35.276226] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-23T20:18:35.276278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:35.276309] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:35.276334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:35.276389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:35.333621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:35.334246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:35.334324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:35.334356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:35.457488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:35.457635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:35.457674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:35.457701] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:35.461026] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-12-23T20:18:35.461296] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-23T20:18:35.461422] [INFO ] [sig       ] CC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:35.599729] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CC.txt
[2025-12-23T20:18:35.599894] [INFO ] [sig       ] [611/3557] Completed CC in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:35.599941] [INFO ] [sig       ] [612/3557] Forecasting CCAP...
[2025-12-23T20:18:35.599972] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-23T20:18:35.600001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-23T20:18:35.614531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-23T20:18:35.615463] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-23T20:18:35.617082] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-23T20:18:35.617139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:35.617174] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:35.617200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:35.617259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:35.675183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:35.676279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:35.676377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:35.676410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:35.801985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:35.802159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:35.802201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:35.802231] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:35.805800] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-23T20:18:35.806092] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-23T20:18:35.806227] [INFO ] [sig       ] CCAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:35.942351] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCAP.txt
[2025-12-23T20:18:35.942509] [INFO ] [sig       ] [612/3557] Completed CCAP in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:35.942551] [INFO ] [sig       ] [613/3557] Forecasting CCB...
[2025-12-23T20:18:35.942598] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-23T20:18:35.942631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-23T20:18:35.954862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-23T20:18:35.955218] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-23T20:18:35.956030] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-23T20:18:35.956084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:35.956115] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:35.956140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:35.956196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:36.011122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:36.011950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:36.012031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:36.012063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:36.132062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:36.132229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:36.132269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:36.132298] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:36.135744] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-23T20:18:36.136045] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-23T20:18:36.136175] [INFO ] [sig       ] CCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:36.275619] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCB.txt
[2025-12-23T20:18:36.275757] [INFO ] [sig       ] [613/3557] Completed CCB in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:36.275795] [INFO ] [sig       ] [614/3557] Forecasting CCBG...
[2025-12-23T20:18:36.275824] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-23T20:18:36.275854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-23T20:18:36.288239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-23T20:18:36.288649] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-23T20:18:36.289663] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-23T20:18:36.289719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:36.289751] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:36.289778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:36.289842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:36.350134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:36.350789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:36.350870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:36.350901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:36.467784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:36.467927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:36.467966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:36.467993] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:36.471407] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-23T20:18:36.471771] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-23T20:18:36.471964] [INFO ] [sig       ] CCBG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:36.609972] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCBG.txt
[2025-12-23T20:18:36.610101] [INFO ] [sig       ] [614/3557] Completed CCBG in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:36.610138] [INFO ] [sig       ] [615/3557] Forecasting CCCC...
[2025-12-23T20:18:36.610167] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-23T20:18:36.610195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-23T20:18:36.622083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-23T20:18:36.622390] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-23T20:18:36.623193] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-23T20:18:36.623246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:36.623278] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:36.623304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:36.623360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:36.686962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:36.687899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:36.688030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:36.688067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:36.810488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:36.810660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:36.810720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:36.810751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:36.814254] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-23T20:18:36.814521] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-23T20:18:36.814661] [INFO ] [sig       ] CCCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:36.955098] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCCC.txt
[2025-12-23T20:18:36.955270] [INFO ] [sig       ] [615/3557] Completed CCCC in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-23T20:18:36.955312] [INFO ] [sig       ] [616/3557] Forecasting CCD...
[2025-12-23T20:18:36.955342] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-23T20:18:36.955371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-23T20:18:36.966968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-23T20:18:36.967318] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-23T20:18:36.968140] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-23T20:18:36.968193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:36.968225] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:36.968252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:36.968308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:37.027931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:37.028905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:37.028995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:37.029030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:37.169910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:37.170120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:37.170188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:37.170238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:37.175698] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-23T20:18:37.176117] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-23T20:18:37.176317] [INFO ] [sig       ] CCD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:37.358249] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCD.txt
[2025-12-23T20:18:37.358478] [INFO ] [sig       ] [616/3557] Completed CCD in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:37.358535] [INFO ] [sig       ] [617/3557] Forecasting CCEC...
[2025-12-23T20:18:37.358567] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-23T20:18:37.358620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-23T20:18:37.376305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-23T20:18:37.376859] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-23T20:18:37.378225] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-23T20:18:37.378303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:37.378359] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:37.378408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:37.378503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:37.459029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:37.460283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:37.460415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:37.460455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:37.608809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:37.608995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:37.609043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:37.609081] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:37.613863] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-23T20:18:37.614296] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-23T20:18:37.614483] [INFO ] [sig       ] CCEC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:37.818061] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CCEC.txt
[2025-12-23T20:18:37.818276] [INFO ] [sig       ] [617/3557] Completed CCEC in 0.5s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:37.818325] [INFO ] [sig       ] [618/3557] Forecasting CCEP...
[2025-12-23T20:18:37.818362] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-23T20:18:37.818401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-23T20:18:37.836976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-23T20:18:37.837716] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-23T20:18:37.839041] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-23T20:18:37.839117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:37.839160] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:37.839219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:37.839303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:37.926693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:37.928062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:37.928211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:37.928270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:38.067503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:38.067702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:38.067750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:38.067784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:38.072110] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-23T20:18:38.072455] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-23T20:18:38.072631] [INFO ] [sig       ] CCEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:38.224485] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCEP.txt
[2025-12-23T20:18:38.224720] [INFO ] [sig       ] [618/3557] Completed CCEP in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:38.224765] [INFO ] [sig       ] [619/3557] Forecasting CCI...
[2025-12-23T20:18:38.224797] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-23T20:18:38.224830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-23T20:18:38.236839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-23T20:18:38.237197] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-23T20:18:38.238016] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-23T20:18:38.238069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:38.238112] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:38.238140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:38.238201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:38.293873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:38.294750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:38.294831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:38.294863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:38.415371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:38.415518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:38.415558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:38.415609] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:38.418988] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-12-23T20:18:38.419294] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-23T20:18:38.419419] [INFO ] [sig       ] CCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:38.558071] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCI.txt
[2025-12-23T20:18:38.558198] [INFO ] [sig       ] [619/3557] Completed CCI in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:38.558238] [INFO ] [sig       ] [620/3557] Forecasting CCIF...
[2025-12-23T20:18:38.558269] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-23T20:18:38.558300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-23T20:18:38.573828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-23T20:18:38.574298] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-23T20:18:38.575424] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-23T20:18:38.575496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:38.575554] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:38.575620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:38.575712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:38.648736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:38.649923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:38.650045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:38.650110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:38.782364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:38.782522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:38.782564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:38.782613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:38.786018] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-23T20:18:38.786313] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-23T20:18:38.786470] [INFO ] [sig       ] CCIF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:38.923840] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCIF.txt
[2025-12-23T20:18:38.924016] [INFO ] [sig       ] [620/3557] Completed CCIF in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:38.924057] [INFO ] [sig       ] [621/3557] Forecasting CCJ...
[2025-12-23T20:18:38.924090] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-23T20:18:38.924120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-23T20:18:38.935617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-23T20:18:38.935918] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-23T20:18:38.936696] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-23T20:18:38.936748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:38.936780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:38.936807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:38.936862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:38.992465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:38.993106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:38.993183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:38.993215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:39.112823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:39.112966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:39.113012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:39.113046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:39.116316] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-23T20:18:39.116597] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-23T20:18:39.116723] [INFO ] [sig       ] CCJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:39.255232] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCJ.txt
[2025-12-23T20:18:39.255366] [INFO ] [sig       ] [621/3557] Completed CCJ in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:39.255404] [INFO ] [sig       ] [622/3557] Forecasting CCK...
[2025-12-23T20:18:39.255433] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-23T20:18:39.255460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-23T20:18:39.266557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-23T20:18:39.266869] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-23T20:18:39.267651] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-23T20:18:39.267703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:39.267759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:39.267787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:39.267842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:39.324550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:39.325179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:39.325254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:39.325285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:39.446067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:39.446220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:39.446259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:39.446287] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:39.449621] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-23T20:18:39.449887] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-23T20:18:39.450011] [INFO ] [sig       ] CCK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:39.588821] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CCK.txt
[2025-12-23T20:18:39.588978] [INFO ] [sig       ] [622/3557] Completed CCK in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-23T20:18:39.589018] [INFO ] [sig       ] [623/3557] Forecasting CCL...
[2025-12-23T20:18:39.589055] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-23T20:18:39.589086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-23T20:18:39.600245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-23T20:18:39.600543] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-23T20:18:39.601332] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-23T20:18:39.601385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:39.601416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:39.601443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:39.601501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:39.656879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:39.657471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:39.657547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:39.657595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:39.780725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:39.780888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:39.780928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:39.780955] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:39.784308] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-12-23T20:18:39.784612] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-23T20:18:39.784742] [INFO ] [sig       ] CCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:39.925878] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CCL.txt
[2025-12-23T20:18:39.926006] [INFO ] [sig       ] [623/3557] Completed CCL in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:39.926045] [INFO ] [sig       ] [624/3557] Forecasting CCLD...
[2025-12-23T20:18:39.926074] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-23T20:18:39.926102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-23T20:18:39.937104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-23T20:18:39.937383] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-23T20:18:39.938159] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-23T20:18:39.938211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:39.938243] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:39.938270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:39.938325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:39.995036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:39.995829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:39.995903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:39.995934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:40.116091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:40.116215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:40.116251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:40.116279] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:40.119510] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-23T20:18:40.119794] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-23T20:18:40.119917] [INFO ] [sig       ] CCLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:40.257613] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CCLD.txt
[2025-12-23T20:18:40.257726] [INFO ] [sig       ] [624/3557] Completed CCLD in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:40.257763] [INFO ] [sig       ] [625/3557] Forecasting CCNE...
[2025-12-23T20:18:40.257793] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-23T20:18:40.257822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-23T20:18:40.268759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-23T20:18:40.269032] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-23T20:18:40.269842] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-23T20:18:40.269895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:40.269925] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:40.269951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:40.270005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:40.326269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:40.326903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:40.326978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:40.327009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:40.452302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:40.452469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:40.452516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:40.452620] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:40.456107] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-23T20:18:40.456390] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-23T20:18:40.456519] [INFO ] [sig       ] CCNE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:40.599901] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCNE.txt
[2025-12-23T20:18:40.600047] [INFO ] [sig       ] [625/3557] Completed CCNE in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:40.600094] [INFO ] [sig       ] [626/3557] Forecasting CCO...
[2025-12-23T20:18:40.600130] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-23T20:18:40.600163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-23T20:18:40.611110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-23T20:18:40.611397] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-23T20:18:40.612177] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-23T20:18:40.612229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:40.612260] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:40.612286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:40.612342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:40.668222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:40.668839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:40.668912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:40.668944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:40.787260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:40.787370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:40.787406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:40.787449] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:40.790616] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-12-23T20:18:40.790882] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-23T20:18:40.791008] [INFO ] [sig       ] CCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:40.930849] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCO.txt
[2025-12-23T20:18:40.930977] [INFO ] [sig       ] [626/3557] Completed CCO in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:40.931034] [INFO ] [sig       ] [627/3557] Forecasting CCOI...
[2025-12-23T20:18:40.931065] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-23T20:18:40.931094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-23T20:18:40.941545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-23T20:18:40.941837] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-23T20:18:40.942642] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-23T20:18:40.942695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:40.942727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:40.942754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:40.942811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:40.999495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:41.000151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:41.000227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:41.000258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:41.115045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:41.115158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:41.115196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:41.115224] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:41.118492] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-23T20:18:41.118770] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-23T20:18:41.118893] [INFO ] [sig       ] CCOI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:41.258948] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCOI.txt
[2025-12-23T20:18:41.259074] [INFO ] [sig       ] [627/3557] Completed CCOI in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:41.259118] [INFO ] [sig       ] [628/3557] Forecasting CCRN...
[2025-12-23T20:18:41.259149] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-23T20:18:41.259178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-23T20:18:41.270307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-23T20:18:41.270607] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-23T20:18:41.271385] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-23T20:18:41.271437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:41.271468] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:41.271494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:41.271549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:41.329729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:41.330353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:41.330427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:41.330468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:41.452129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:41.452297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:41.452345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:41.452374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:41.456044] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-23T20:18:41.456352] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-23T20:18:41.456495] [INFO ] [sig       ] CCRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:41.601541] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCRN.txt
[2025-12-23T20:18:41.601686] [INFO ] [sig       ] [628/3557] Completed CCRN in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:41.601726] [INFO ] [sig       ] [629/3557] Forecasting CCS...
[2025-12-23T20:18:41.601756] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-23T20:18:41.601785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-23T20:18:41.612662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-23T20:18:41.612952] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-23T20:18:41.613738] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-23T20:18:41.613791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:41.613825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:41.613852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:41.613909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:41.669431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:41.670035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:41.670110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:41.670140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:41.786462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:41.786598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:41.786637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:41.786665] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:41.789847] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-12-23T20:18:41.790118] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-23T20:18:41.790239] [INFO ] [sig       ] CCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:41.932153] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CCS.txt
[2025-12-23T20:18:41.932296] [INFO ] [sig       ] [629/3557] Completed CCS in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:41.932335] [INFO ] [sig       ] [630/3557] Forecasting CCSI...
[2025-12-23T20:18:41.932365] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-23T20:18:41.932394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-23T20:18:41.943435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-23T20:18:41.943707] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-23T20:18:41.944455] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-23T20:18:41.944507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:41.944538] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:41.944566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:41.944653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:42.004280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:42.004991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:42.005086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:42.005119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:42.118828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:42.118967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:42.119006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:42.119036] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:42.122420] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=18.24%)
[2025-12-23T20:18:42.122709] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-23T20:18:42.122831] [INFO ] [sig       ] CCSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:42.264996] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CCSI.txt
[2025-12-23T20:18:42.265135] [INFO ] [sig       ] [630/3557] Completed CCSI in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:42.265174] [INFO ] [sig       ] [631/3557] Forecasting CDC...
[2025-12-23T20:18:42.265203] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-23T20:18:42.265231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-23T20:18:42.276191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-23T20:18:42.276480] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-23T20:18:42.277284] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-23T20:18:42.277336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:42.277367] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:42.277393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:42.277448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:42.333776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:42.334440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:42.334517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:42.334548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:42.452128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:42.452297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:42.452345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:42.452379] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:42.455812] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-23T20:18:42.456155] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-23T20:18:42.456298] [INFO ] [sig       ] CDC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:42.604105] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDC.txt
[2025-12-23T20:18:42.604242] [INFO ] [sig       ] [631/3557] Completed CDC in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:42.604281] [INFO ] [sig       ] [632/3557] Forecasting CDE...
[2025-12-23T20:18:42.604310] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-23T20:18:42.604340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-23T20:18:42.615992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-23T20:18:42.616313] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-23T20:18:42.617127] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-23T20:18:42.617198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:42.617230] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:42.617258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:42.617313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:42.673954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:42.674843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:42.674963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:42.674996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:42.803145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:42.803489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:42.803529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:42.803586] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:42.807127] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-23T20:18:42.807411] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-23T20:18:42.807551] [INFO ] [sig       ] CDE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:42.948945] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDE.txt
[2025-12-23T20:18:42.949110] [INFO ] [sig       ] [632/3557] Completed CDE in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-23T20:18:42.949157] [INFO ] [sig       ] [633/3557] Forecasting CDIO...
[2025-12-23T20:18:42.949211] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-23T20:18:42.949242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-23T20:18:42.962193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-23T20:18:42.962555] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-23T20:18:42.963332] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-23T20:18:42.963385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:42.963417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:42.963443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:42.963499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:43.019710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:43.020435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:43.020514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:43.020546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:43.144407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:43.144562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:43.144620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:43.144649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:43.147962] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-23T20:18:43.148264] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-23T20:18:43.148388] [INFO ] [sig       ] CDIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:43.287598] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDIO.txt
[2025-12-23T20:18:43.287730] [INFO ] [sig       ] [633/3557] Completed CDIO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-23T20:18:43.287769] [INFO ] [sig       ] [634/3557] Forecasting CDL...
[2025-12-23T20:18:43.287798] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-23T20:18:43.287827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-23T20:18:43.298800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-23T20:18:43.299108] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-23T20:18:43.299906] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-23T20:18:43.299959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:43.299990] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:43.300019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:43.300085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:43.356399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:43.357235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:43.357316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:43.357348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:43.468933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:43.469069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:43.469121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:43.469155] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:43.472542] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-23T20:18:43.472826] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-23T20:18:43.472954] [INFO ] [sig       ] CDL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:43.612923] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDL.txt
[2025-12-23T20:18:43.613093] [INFO ] [sig       ] [634/3557] Completed CDL in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-23T20:18:43.613140] [INFO ] [sig       ] [635/3557] Forecasting CDNA...
[2025-12-23T20:18:43.613178] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-23T20:18:43.613209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-23T20:18:43.625171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-23T20:18:43.625475] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-23T20:18:43.626239] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-23T20:18:43.626290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:43.626321] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:43.626347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:43.626402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:43.685723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:43.686394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:43.686492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:43.686526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:43.807061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:43.807219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:43.807259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:43.807288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:43.810905] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-12-23T20:18:43.811230] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-23T20:18:43.811376] [INFO ] [sig       ] CDNA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:43.951757] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDNA.txt
[2025-12-23T20:18:43.951924] [INFO ] [sig       ] [635/3557] Completed CDNA in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-23T20:18:43.951966] [INFO ] [sig       ] [636/3557] Forecasting CDNS...
[2025-12-23T20:18:43.951997] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-23T20:18:43.952026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-23T20:18:43.963241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-23T20:18:43.963559] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-23T20:18:43.964328] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-23T20:18:43.964379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:43.964411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:43.964437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:43.964492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:44.020609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:44.021462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:44.021552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:44.021607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:44.145938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:44.146107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:44.146155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:44.146196] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:44.150079] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-23T20:18:44.150416] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-23T20:18:44.150606] [INFO ] [sig       ] CDNS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:44.294683] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDNS.txt
[2025-12-23T20:18:44.294825] [INFO ] [sig       ] [636/3557] Completed CDNS in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-23T20:18:44.294865] [INFO ] [sig       ] [637/3557] Forecasting CDP...
[2025-12-23T20:18:44.294894] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-23T20:18:44.294924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-23T20:18:44.306373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-23T20:18:44.306676] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-23T20:18:44.307424] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-23T20:18:44.307476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:44.307508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:44.307534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:44.307614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:44.363645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:44.364372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:44.364452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:44.364485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:44.486422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:44.486604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:44.486646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:44.486674] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:44.490189] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-23T20:18:44.490511] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-23T20:18:44.490667] [INFO ] [sig       ] CDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:44.629913] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDP.txt
[2025-12-23T20:18:44.630088] [INFO ] [sig       ] [637/3557] Completed CDP in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-23T20:18:44.630139] [INFO ] [sig       ] [638/3557] Forecasting CDRE...
[2025-12-23T20:18:44.630170] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-23T20:18:44.630199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-23T20:18:44.642048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-23T20:18:44.642415] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-23T20:18:44.643246] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-23T20:18:44.643300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:44.643332] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:44.643360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:44.643416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:44.700509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:44.701284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:44.701388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:44.701422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:44.821138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:44.821249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:44.821287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:44.821317] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:44.824497] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-23T20:18:44.824788] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-23T20:18:44.824916] [INFO ] [sig       ] CDRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:44.965820] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDRE.txt
[2025-12-23T20:18:44.965946] [INFO ] [sig       ] [638/3557] Completed CDRE in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:44.965984] [INFO ] [sig       ] [639/3557] Forecasting CDRO...
[2025-12-23T20:18:44.966013] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-23T20:18:44.966042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-23T20:18:44.976237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-23T20:18:44.976526] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-23T20:18:44.977304] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-23T20:18:44.977357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:44.977433] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:44.977461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:44.977517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:45.033225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:45.033856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:45.033931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:45.033963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:45.141814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:45.141934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:45.141971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:45.141999] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:45.145116] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-23T20:18:45.145388] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-23T20:18:45.145513] [INFO ] [sig       ] CDRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:45.284633] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDRO.txt
[2025-12-23T20:18:45.284751] [INFO ] [sig       ] [639/3557] Completed CDRO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:45.284790] [INFO ] [sig       ] [640/3557] Forecasting CDTX...
[2025-12-23T20:18:45.284819] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-23T20:18:45.284849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-23T20:18:45.295598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-23T20:18:45.295858] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-23T20:18:45.296635] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-23T20:18:45.296686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:45.296718] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:45.296744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:45.296799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:45.356038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:45.356770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:45.356845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:45.356876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:45.472977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:45.473134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:45.473177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:45.473206] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:45.477436] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-23T20:18:45.477803] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-23T20:18:45.477962] [INFO ] [sig       ] CDTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:45.637502] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDTX.txt
[2025-12-23T20:18:45.637685] [INFO ] [sig       ] [640/3557] Completed CDTX in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:45.637726] [INFO ] [sig       ] [641/3557] Forecasting CDXS...
[2025-12-23T20:18:45.637756] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-23T20:18:45.637785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-23T20:18:45.649303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-23T20:18:45.649563] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-23T20:18:45.650338] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-23T20:18:45.650390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:45.650422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:45.650448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:45.650503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:45.706039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:45.706692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:45.706768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:45.706801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:45.835192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:45.835340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:45.835380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:45.835408] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:45.838695] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-23T20:18:45.838961] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-23T20:18:45.839085] [INFO ] [sig       ] CDXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:45.979115] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CDXS.txt
[2025-12-23T20:18:45.979278] [INFO ] [sig       ] [641/3557] Completed CDXS in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:45.979320] [INFO ] [sig       ] [642/3557] Forecasting CDZI...
[2025-12-23T20:18:45.979350] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-23T20:18:45.979379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-23T20:18:45.994874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-23T20:18:45.995411] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-23T20:18:45.996532] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-23T20:18:45.996618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:45.996668] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:45.996711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:45.996799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:46.062361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:46.063307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:46.063392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:46.063424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:46.193755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:46.193911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:46.193952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:46.194026] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:46.197351] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-23T20:18:46.197641] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-23T20:18:46.197767] [INFO ] [sig       ] CDZI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:46.337483] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CDZI.txt
[2025-12-23T20:18:46.337628] [INFO ] [sig       ] [642/3557] Completed CDZI in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:46.337670] [INFO ] [sig       ] [643/3557] Forecasting CE...
[2025-12-23T20:18:46.337699] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-23T20:18:46.337729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-23T20:18:46.349222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-23T20:18:46.349550] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-23T20:18:46.350375] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-23T20:18:46.350428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:46.350472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:46.350501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:46.350558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:46.410797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:46.411674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:46.411765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:46.411807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:46.539251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:46.539407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:46.539449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:46.539478] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:46.542973] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-23T20:18:46.543256] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-23T20:18:46.543383] [INFO ] [sig       ] CE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:46.700593] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CE.txt
[2025-12-23T20:18:46.700763] [INFO ] [sig       ] [643/3557] Completed CE in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:46.700803] [INFO ] [sig       ] [644/3557] Forecasting CECO...
[2025-12-23T20:18:46.700835] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-23T20:18:46.700865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-23T20:18:46.713603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-23T20:18:46.714019] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-23T20:18:46.714924] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-23T20:18:46.714990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:46.715029] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:46.715058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:46.715140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:46.778391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:46.779334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:46.779443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:46.779479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:46.899752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:46.899919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:46.899961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:46.899989] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:46.904107] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-23T20:18:46.904466] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-23T20:18:46.904662] [INFO ] [sig       ] CECO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:47.054008] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CECO.txt
[2025-12-23T20:18:47.054167] [INFO ] [sig       ] [644/3557] Completed CECO in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:47.054208] [INFO ] [sig       ] [645/3557] Forecasting CEG...
[2025-12-23T20:18:47.054241] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-23T20:18:47.054272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-23T20:18:47.066283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-23T20:18:47.066669] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-23T20:18:47.067485] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-23T20:18:47.067540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:47.067591] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:47.067632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:47.067715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:47.129528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:47.130411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:47.130497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:47.130529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:47.260018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:47.260183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:47.260223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:47.260251] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:47.263879] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-12-23T20:18:47.264179] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-23T20:18:47.264319] [INFO ] [sig       ] CEG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:47.421367] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CEG.txt
[2025-12-23T20:18:47.421545] [INFO ] [sig       ] [645/3557] Completed CEG in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:47.421619] [INFO ] [sig       ] [646/3557] Forecasting CELC...
[2025-12-23T20:18:47.421656] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-23T20:18:47.421688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-23T20:18:47.433773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-23T20:18:47.434177] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-23T20:18:47.435020] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-23T20:18:47.435074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:47.435106] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:47.435132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:47.435187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:47.491566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:47.492335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:47.492417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:47.492448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:47.612770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:47.612942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:47.612997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:47.613027] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:47.616567] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-23T20:18:47.616874] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-23T20:18:47.617003] [INFO ] [sig       ] CELC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:47.757671] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CELC.txt
[2025-12-23T20:18:47.757820] [INFO ] [sig       ] [646/3557] Completed CELC in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:47.757867] [INFO ] [sig       ] [647/3557] Forecasting CELH...
[2025-12-23T20:18:47.757898] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-23T20:18:47.757929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-23T20:18:47.770417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-23T20:18:47.770810] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-23T20:18:47.771618] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-23T20:18:47.771672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:47.771704] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:47.771731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:47.771787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:47.827768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:47.828625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:47.828705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:47.828737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:47.958250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:47.958410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:47.958451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:47.958479] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:47.961850] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-23T20:18:47.962128] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-23T20:18:47.962256] [INFO ] [sig       ] CELH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:48.106950] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CELH.txt
[2025-12-23T20:18:48.107121] [INFO ] [sig       ] [647/3557] Completed CELH in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:48.107165] [INFO ] [sig       ] [648/3557] Forecasting CELZ...
[2025-12-23T20:18:48.107197] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-23T20:18:48.107227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-23T20:18:48.121440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-23T20:18:48.121934] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-23T20:18:48.122983] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-23T20:18:48.123058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:48.123099] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:48.123137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:48.123214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:48.189052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:48.189975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:48.190058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:48.190092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:48.308871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:48.309030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:48.309071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:48.309101] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:48.312509] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-23T20:18:48.312808] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-23T20:18:48.312961] [INFO ] [sig       ] CELZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:48.449769] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CELZ.txt
[2025-12-23T20:18:48.449925] [INFO ] [sig       ] [648/3557] Completed CELZ in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:48.449964] [INFO ] [sig       ] [649/3557] Forecasting CENTA...
[2025-12-23T20:18:48.449993] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-23T20:18:48.450023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-23T20:18:48.461564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-23T20:18:48.461896] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-23T20:18:48.462671] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-23T20:18:48.462723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:48.462754] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:48.462780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:48.462835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:48.519649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:48.520481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:48.520618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:48.520655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:48.641831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:48.642008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:48.642059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:48.642089] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:48.646645] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-12-23T20:18:48.647023] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-23T20:18:48.647194] [INFO ] [sig       ] CENTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:48.806480] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CENTA.txt
[2025-12-23T20:18:48.806651] [INFO ] [sig       ] [649/3557] Completed CENTA in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-23T20:18:48.806695] [INFO ] [sig       ] [650/3557] Forecasting CENX...
[2025-12-23T20:18:48.806727] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-23T20:18:48.806756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-23T20:18:48.820412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-23T20:18:48.820815] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-23T20:18:48.821627] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-23T20:18:48.821680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:48.821714] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:48.821741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:48.821805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:48.886848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:48.887805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:48.887913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:48.887954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:49.029522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:49.029707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:49.029748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:49.029793] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:49.033782] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-23T20:18:49.034111] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-23T20:18:49.034280] [INFO ] [sig       ] CENX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:49.188221] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CENX.txt
[2025-12-23T20:18:49.188385] [INFO ] [sig       ] [650/3557] Completed CENX in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:49.188427] [INFO ] [sig       ] [651/3557] Forecasting CERS...
[2025-12-23T20:18:49.188457] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-23T20:18:49.188488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-23T20:18:49.201425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-23T20:18:49.201837] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-23T20:18:49.202661] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-23T20:18:49.202720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:49.202753] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:49.202782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:49.202839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:49.267729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:49.268872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:49.268973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:49.269023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:49.399106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:49.399297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:49.399368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:49.399404] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:49.403784] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-23T20:18:49.404155] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-23T20:18:49.404310] [INFO ] [sig       ] CERS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:49.572232] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CERS.txt
[2025-12-23T20:18:49.572685] [INFO ] [sig       ] [651/3557] Completed CERS in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:49.572747] [INFO ] [sig       ] [652/3557] Forecasting CETX...
[2025-12-23T20:18:49.572783] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-23T20:18:49.572815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-23T20:18:49.586003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-23T20:18:49.586428] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-23T20:18:49.587307] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-23T20:18:49.587368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:49.587401] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:49.587428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:49.587485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:49.644969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:49.645861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:49.645972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:49.646008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:49.758519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:49.758706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:49.758750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:49.758780] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:49.762268] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-23T20:18:49.762604] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-23T20:18:49.762744] [INFO ] [sig       ] CETX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:49.905421] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CETX.txt
[2025-12-23T20:18:49.905642] [INFO ] [sig       ] [652/3557] Completed CETX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:49.905709] [INFO ] [sig       ] [653/3557] Forecasting CEVA...
[2025-12-23T20:18:49.905752] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-23T20:18:49.905792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-23T20:18:49.917556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-23T20:18:49.917953] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-23T20:18:49.918787] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-23T20:18:49.918843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:49.918876] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:49.918903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:49.918960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:49.975754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:49.976614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:49.976699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:49.976733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:50.097804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:50.097961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:50.098002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:50.098032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:50.101614] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-23T20:18:50.101911] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-23T20:18:50.102045] [INFO ] [sig       ] CEVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:50.249858] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CEVA.txt
[2025-12-23T20:18:50.250045] [INFO ] [sig       ] [653/3557] Completed CEVA in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:50.250094] [INFO ] [sig       ] [654/3557] Forecasting CF...
[2025-12-23T20:18:50.250127] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-23T20:18:50.250157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-23T20:18:50.261734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-23T20:18:50.262086] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-23T20:18:50.262956] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-23T20:18:50.263014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:50.263060] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:50.263089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:50.263146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:50.320419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:50.321257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:50.321370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:50.321411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:50.449240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:50.449404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:50.449445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:50.449473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:50.452954] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-23T20:18:50.453238] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-23T20:18:50.453365] [INFO ] [sig       ] CF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:50.649638] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CF.txt
[2025-12-23T20:18:50.649788] [INFO ] [sig       ] [654/3557] Completed CF in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:50.649829] [INFO ] [sig       ] [655/3557] Forecasting CFFN...
[2025-12-23T20:18:50.649858] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-23T20:18:50.649887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-23T20:18:50.660997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-23T20:18:50.661354] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-23T20:18:50.662167] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-23T20:18:50.662222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:50.662254] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:50.662281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:50.662336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:50.717967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:50.718724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:50.718804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:50.718836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:50.834706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:50.834857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:50.834897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:50.834926] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:50.838246] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-23T20:18:50.838518] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-23T20:18:50.838658] [INFO ] [sig       ] CFFN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:50.976437] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CFFN.txt
[2025-12-23T20:18:50.976568] [INFO ] [sig       ] [655/3557] Completed CFFN in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:50.976626] [INFO ] [sig       ] [656/3557] Forecasting CFG...
[2025-12-23T20:18:50.976656] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-23T20:18:50.976684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-23T20:18:50.987768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-23T20:18:50.988060] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-23T20:18:50.988887] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-23T20:18:50.988940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:50.989023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:50.989063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:50.989148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:51.048515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:51.049461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:51.049602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:51.049640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:51.170915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:51.171047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:51.171091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:51.171121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:51.174709] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-23T20:18:51.175016] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-23T20:18:51.175158] [INFO ] [sig       ] CFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:51.316660] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CFG.txt
[2025-12-23T20:18:51.316809] [INFO ] [sig       ] [656/3557] Completed CFG in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-23T20:18:51.316855] [INFO ] [sig       ] [657/3557] Forecasting CFO...
[2025-12-23T20:18:51.316886] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-23T20:18:51.316925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-23T20:18:51.328688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-23T20:18:51.329048] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-23T20:18:51.329908] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-23T20:18:51.329961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:51.329992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:51.330017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:51.330078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:51.386307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:51.387090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:51.387169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:51.387201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:51.502386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:51.502550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:51.502612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:51.502643] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:51.506200] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-23T20:18:51.506563] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-23T20:18:51.506731] [INFO ] [sig       ] CFO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:51.649136] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CFO.txt
[2025-12-23T20:18:51.649326] [INFO ] [sig       ] [657/3557] Completed CFO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:51.649368] [INFO ] [sig       ] [658/3557] Forecasting CG...
[2025-12-23T20:18:51.649399] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-23T20:18:51.649435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-23T20:18:51.662687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-23T20:18:51.663103] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-23T20:18:51.663962] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-23T20:18:51.664017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:51.664052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:51.664080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:51.664138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:51.729344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:51.730223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:51.730323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:51.730365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:51.855256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:51.855421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:51.855461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:51.855489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:51.858857] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-23T20:18:51.859153] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-23T20:18:51.859300] [INFO ] [sig       ] CG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:51.997669] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CG.txt
[2025-12-23T20:18:51.997886] [INFO ] [sig       ] [658/3557] Completed CG in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:51.997938] [INFO ] [sig       ] [659/3557] Forecasting CGABL...
[2025-12-23T20:18:51.997976] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-23T20:18:51.998016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-23T20:18:52.008924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-23T20:18:52.009303] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-23T20:18:52.010093] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-23T20:18:52.010146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:52.010177] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:52.010204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:52.010260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:52.069144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:52.070012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:52.070097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:52.070131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:52.187261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:52.187420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:52.187461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:52.187490] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:52.190950] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-23T20:18:52.191236] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-23T20:18:52.191385] [INFO ] [sig       ] CGABL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:52.330819] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGABL.txt
[2025-12-23T20:18:52.330943] [INFO ] [sig       ] [659/3557] Completed CGABL in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:52.330982] [INFO ] [sig       ] [660/3557] Forecasting CGBD...
[2025-12-23T20:18:52.331011] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-23T20:18:52.331039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-23T20:18:52.342345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-23T20:18:52.342639] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-23T20:18:52.343394] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-23T20:18:52.343445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:52.343477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:52.343503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:52.343559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:52.399825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:52.400448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:52.400524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:52.400556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:52.514500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:52.514606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:52.514643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:52.514670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:52.517685] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-23T20:18:52.517941] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-23T20:18:52.518061] [INFO ] [sig       ] CGBD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:52.654591] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CGBD.txt
[2025-12-23T20:18:52.654707] [INFO ] [sig       ] [660/3557] Completed CGBD in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:52.654744] [INFO ] [sig       ] [661/3557] Forecasting CGC...
[2025-12-23T20:18:52.654773] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-23T20:18:52.654801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-23T20:18:52.666929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-23T20:18:52.667197] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-23T20:18:52.667966] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-23T20:18:52.668017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:52.668047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:52.668073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:52.668128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:52.723101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:52.723709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:52.723784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:52.723816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:52.840745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:52.840876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:52.840914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:52.840943] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:52.844170] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-23T20:18:52.844439] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-23T20:18:52.844561] [INFO ] [sig       ] CGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:52.981870] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGC.txt
[2025-12-23T20:18:52.981989] [INFO ] [sig       ] [661/3557] Completed CGC in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:52.982027] [INFO ] [sig       ] [662/3557] Forecasting CGEM...
[2025-12-23T20:18:52.982058] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-23T20:18:52.982092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-23T20:18:52.993381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-23T20:18:52.993757] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-23T20:18:52.994533] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-23T20:18:52.994603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:52.994637] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:52.994664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:52.994720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:53.050561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:53.051390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:53.051472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:53.051507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:53.166710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:53.166865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:53.166905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:53.166933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:53.170443] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-23T20:18:53.170743] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-23T20:18:53.170872] [INFO ] [sig       ] CGEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:53.310224] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGEM.txt
[2025-12-23T20:18:53.310399] [INFO ] [sig       ] [662/3557] Completed CGEM in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:53.310449] [INFO ] [sig       ] [663/3557] Forecasting CGEN...
[2025-12-23T20:18:53.310478] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-23T20:18:53.310507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-23T20:18:53.322134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-23T20:18:53.322483] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-23T20:18:53.323278] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-23T20:18:53.323341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:53.323380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:53.323412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:53.323474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:53.379925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:53.380770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:53.380848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:53.380880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:53.500239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:53.500392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:53.500431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:53.500460] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:53.503782] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-23T20:18:53.504056] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-23T20:18:53.504179] [INFO ] [sig       ] CGEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:53.643258] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGEN.txt
[2025-12-23T20:18:53.643433] [INFO ] [sig       ] [663/3557] Completed CGEN in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:53.643478] [INFO ] [sig       ] [664/3557] Forecasting CGNX...
[2025-12-23T20:18:53.643507] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-23T20:18:53.643537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-23T20:18:53.655662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-23T20:18:53.656002] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-23T20:18:53.656783] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-23T20:18:53.656835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:53.656867] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:53.656893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:53.656948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:53.712366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:53.713040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:53.713116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:53.713148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:53.831598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:53.831764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:53.831804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:53.831831] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:53.835179] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-23T20:18:53.835458] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-23T20:18:53.835602] [INFO ] [sig       ] CGNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:53.972719] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CGNX.txt
[2025-12-23T20:18:53.972849] [INFO ] [sig       ] [664/3557] Completed CGNX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:53.972888] [INFO ] [sig       ] [665/3557] Forecasting CGO...
[2025-12-23T20:18:53.972917] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-23T20:18:53.972948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-23T20:18:53.983506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-23T20:18:53.983853] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-23T20:18:53.984632] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-23T20:18:53.984685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:53.984717] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:53.984744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:53.984799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:54.040864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:54.041717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:54.041801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:54.041833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:54.154343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:54.154505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:54.154554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:54.154601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:54.158150] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-23T20:18:54.158431] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-23T20:18:54.158559] [INFO ] [sig       ] CGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:54.297514] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGO.txt
[2025-12-23T20:18:54.297677] [INFO ] [sig       ] [665/3557] Completed CGO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:54.297717] [INFO ] [sig       ] [666/3557] Forecasting CGON...
[2025-12-23T20:18:54.297747] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-23T20:18:54.297776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-23T20:18:54.310529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-23T20:18:54.310905] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-23T20:18:54.311702] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-23T20:18:54.311755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:54.311786] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:54.311812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:54.311866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:54.367274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:54.368042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:54.368148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:54.368182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:54.487167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:54.487323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:54.487364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:54.487392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:54.490740] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=35.41%)
[2025-12-23T20:18:54.491010] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-23T20:18:54.491131] [INFO ] [sig       ] CGON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:54.628589] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CGON.txt
[2025-12-23T20:18:54.628696] [INFO ] [sig       ] [666/3557] Completed CGON in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:54.628733] [INFO ] [sig       ] [667/3557] Forecasting CGTX...
[2025-12-23T20:18:54.628762] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-23T20:18:54.628791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-23T20:18:54.639959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-23T20:18:54.640220] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-23T20:18:54.641026] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-23T20:18:54.641088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:54.641119] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:54.641146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:54.641201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:54.697312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:54.698105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:54.698181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:54.698212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:54.821428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:54.821736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:54.821771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:54.821798] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:54.824851] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-23T20:18:54.825114] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-23T20:18:54.825235] [INFO ] [sig       ] CGTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:54.964778] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CGTX.txt
[2025-12-23T20:18:54.964891] [INFO ] [sig       ] [667/3557] Completed CGTX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-23T20:18:54.964929] [INFO ] [sig       ] [668/3557] Forecasting CHCI...
[2025-12-23T20:18:54.964957] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-23T20:18:54.964987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-23T20:18:54.975293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-23T20:18:54.975672] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-23T20:18:54.976438] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-23T20:18:54.976491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:54.976522] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:54.976548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:54.976636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:55.032647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:55.033455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:55.033536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:55.033568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:55.144846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:55.145001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:55.145041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:55.145069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:55.148380] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-23T20:18:55.148671] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-23T20:18:55.148799] [INFO ] [sig       ] CHCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:55.286626] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CHCI.txt
[2025-12-23T20:18:55.286769] [INFO ] [sig       ] [668/3557] Completed CHCI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-23T20:18:55.286807] [INFO ] [sig       ] [669/3557] Forecasting CHCO...
[2025-12-23T20:18:55.286837] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-23T20:18:55.286866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-23T20:18:55.298437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-23T20:18:55.298758] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-23T20:18:55.299563] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-23T20:18:55.299639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:55.299671] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:55.299698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:55.299755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:55.356255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:55.356910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:55.356987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:55.357020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:55.476140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:55.476269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:55.476306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:55.476335] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:55.479565] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-23T20:18:55.479846] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-23T20:18:55.479965] [INFO ] [sig       ] CHCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:55.620034] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CHCO.txt
[2025-12-23T20:18:55.620208] [INFO ] [sig       ] [669/3557] Completed CHCO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-23T20:18:55.620249] [INFO ] [sig       ] [670/3557] Forecasting CHD...
[2025-12-23T20:18:55.620278] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-23T20:18:55.620308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-23T20:18:55.631457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-23T20:18:55.631758] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-23T20:18:55.632547] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-23T20:18:55.632615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:55.632650] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:55.632677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:55.632732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:55.687923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:55.688669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:55.688746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:55.688778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:55.811038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:55.811160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:55.811197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:55.811224] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:55.814412] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-23T20:18:55.814701] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-23T20:18:55.814823] [INFO ] [sig       ] CHD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:55.953110] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHD.txt
[2025-12-23T20:18:55.953241] [INFO ] [sig       ] [670/3557] Completed CHD in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-23T20:18:55.953285] [INFO ] [sig       ] [671/3557] Forecasting CHDN...
[2025-12-23T20:18:55.953314] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-23T20:18:55.953344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-23T20:18:55.964398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-23T20:18:55.964678] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-23T20:18:55.965430] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-23T20:18:55.965482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:55.965513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:55.965540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:55.965610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:56.021644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:56.022228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:56.022302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:56.022334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:56.142388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:56.142524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:56.142565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:56.142612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:56.145967] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-23T20:18:56.146239] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-23T20:18:56.146365] [INFO ] [sig       ] CHDN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:56.293628] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHDN.txt
[2025-12-23T20:18:56.293786] [INFO ] [sig       ] [671/3557] Completed CHDN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-23T20:18:56.293825] [INFO ] [sig       ] [672/3557] Forecasting CHE...
[2025-12-23T20:18:56.293855] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-23T20:18:56.293884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-23T20:18:56.304980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-23T20:18:56.305310] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-23T20:18:56.306095] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-23T20:18:56.306146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:56.306178] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:56.306205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:56.306260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:56.363163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:56.364055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:56.364139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:56.364174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:56.485600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:56.485762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:56.485804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:56.485834] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:56.489304] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-23T20:18:56.489640] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-23T20:18:56.489775] [INFO ] [sig       ] CHE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:56.630360] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHE.txt
[2025-12-23T20:18:56.630518] [INFO ] [sig       ] [672/3557] Completed CHE in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:56.630559] [INFO ] [sig       ] [673/3557] Forecasting CHEF...
[2025-12-23T20:18:56.630610] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-23T20:18:56.630645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-23T20:18:56.641788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-23T20:18:56.642060] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-23T20:18:56.642837] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-23T20:18:56.642889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:56.642945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:56.642973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:56.643030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:56.701612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:56.703041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:56.703136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:56.703168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:56.820595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:56.820751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:56.820792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:56.820822] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:56.824442] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-23T20:18:56.824813] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-23T20:18:56.824949] [INFO ] [sig       ] CHEF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:56.968474] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CHEF.txt
[2025-12-23T20:18:56.968657] [INFO ] [sig       ] [673/3557] Completed CHEF in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:56.968700] [INFO ] [sig       ] [674/3557] Forecasting CHH...
[2025-12-23T20:18:56.968729] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-23T20:18:56.968759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-23T20:18:56.980977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-23T20:18:56.981301] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-23T20:18:56.982115] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-23T20:18:56.982167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:56.982200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:56.982227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:56.982283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:57.039937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:57.040779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:57.040859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:57.040893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:57.160771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:57.160924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:57.160981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:57.161012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:57.164662] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-23T20:18:57.164942] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-23T20:18:57.165074] [INFO ] [sig       ] CHH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:57.304400] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CHH.txt
[2025-12-23T20:18:57.304546] [INFO ] [sig       ] [674/3557] Completed CHH in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:57.304602] [INFO ] [sig       ] [675/3557] Forecasting CHI...
[2025-12-23T20:18:57.304634] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-23T20:18:57.304663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-23T20:18:57.316417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-23T20:18:57.316775] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-23T20:18:57.317545] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-23T20:18:57.317620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:57.317653] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:57.317679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:57.317733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:57.375690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:57.376589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:57.376670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:57.376702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:57.500415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:57.500587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:57.500630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:57.500660] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:57.504076] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-12-23T20:18:57.504380] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-23T20:18:57.504515] [INFO ] [sig       ] CHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:57.643554] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHI.txt
[2025-12-23T20:18:57.643718] [INFO ] [sig       ] [675/3557] Completed CHI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:57.643757] [INFO ] [sig       ] [676/3557] Forecasting CHKP...
[2025-12-23T20:18:57.643787] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-23T20:18:57.643818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-23T20:18:57.655427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-23T20:18:57.655751] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-23T20:18:57.656511] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-23T20:18:57.656563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:57.656618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:57.656645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:57.656700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:57.717129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:57.717952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:57.718033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:57.718066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:57.839791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:57.839936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:57.839976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:57.840050] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:57.843618] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-12-23T20:18:57.843917] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-23T20:18:57.844050] [INFO ] [sig       ] CHKP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:57.984900] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHKP.txt
[2025-12-23T20:18:57.985064] [INFO ] [sig       ] [676/3557] Completed CHKP in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:57.985104] [INFO ] [sig       ] [677/3557] Forecasting CHMI...
[2025-12-23T20:18:57.985147] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-23T20:18:57.985204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-23T20:18:57.999017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-23T20:18:57.999328] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-23T20:18:58.000181] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-23T20:18:58.000235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:58.000268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:58.000297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:58.000354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:58.059355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:58.060111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:58.060193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:58.060227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:58.178269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:58.178424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:58.178464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:58.178510] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:58.181838] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-23T20:18:58.182109] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-23T20:18:58.182230] [INFO ] [sig       ] CHMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:58.323296] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHMI.txt
[2025-12-23T20:18:58.323434] [INFO ] [sig       ] [677/3557] Completed CHMI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:58.323472] [INFO ] [sig       ] [678/3557] Forecasting CHRD...
[2025-12-23T20:18:58.323502] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-23T20:18:58.323531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-23T20:18:58.335309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-23T20:18:58.335603] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-23T20:18:58.336362] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-23T20:18:58.336414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:58.336458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:58.336487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:58.336545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:58.397754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:58.398613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:58.398694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:58.398727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:58.521459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:58.521633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:58.521681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:58.521712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:58.525209] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-12-23T20:18:58.525506] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-23T20:18:58.525651] [INFO ] [sig       ] CHRD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:58.667327] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHRD.txt
[2025-12-23T20:18:58.667460] [INFO ] [sig       ] [678/3557] Completed CHRD in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:58.667499] [INFO ] [sig       ] [679/3557] Forecasting CHRS...
[2025-12-23T20:18:58.667528] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-23T20:18:58.667558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-23T20:18:58.679099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-23T20:18:58.679397] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-23T20:18:58.680181] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-23T20:18:58.680233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:58.680265] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:58.680291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:58.680346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:58.736440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:58.737086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:58.737162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:58.737205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:58.856779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:58.856927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:58.856966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:58.856994] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:58.860290] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-23T20:18:58.860560] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-23T20:18:58.860703] [INFO ] [sig       ] CHRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:58.998335] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHRS.txt
[2025-12-23T20:18:58.998468] [INFO ] [sig       ] [679/3557] Completed CHRS in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:58.998508] [INFO ] [sig       ] [680/3557] Forecasting CHSCL...
[2025-12-23T20:18:58.998538] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-23T20:18:58.998567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-23T20:18:59.010092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-23T20:18:59.010395] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-23T20:18:59.011165] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-23T20:18:59.011217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:59.011248] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:59.011274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:59.011329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:59.067728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:59.068349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:59.068425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:59.068460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:59.182612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:59.182763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:59.182804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:59.182833] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:59.186212] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-23T20:18:59.186484] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-23T20:18:59.186631] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:59.330512] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHSCL.txt
[2025-12-23T20:18:59.330662] [INFO ] [sig       ] [680/3557] Completed CHSCL in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:59.330701] [INFO ] [sig       ] [681/3557] Forecasting CHSCM...
[2025-12-23T20:18:59.330732] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-23T20:18:59.330760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-23T20:18:59.342248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-23T20:18:59.342532] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-23T20:18:59.343331] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-23T20:18:59.343383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:59.343414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:59.343440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:59.343496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:59.399664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:59.400359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:59.400439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:59.400473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:59.508304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:59.508435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:59.508472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:59.508500] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:59.511729] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-23T20:18:59.511993] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-23T20:18:59.512113] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:18:59.652490] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CHSCM.txt
[2025-12-23T20:18:59.652642] [INFO ] [sig       ] [681/3557] Completed CHSCM in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:59.652692] [INFO ] [sig       ] [682/3557] Forecasting CHSCN...
[2025-12-23T20:18:59.652722] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-23T20:18:59.652752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-23T20:18:59.663651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-23T20:18:59.663934] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-23T20:18:59.664704] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-23T20:18:59.664757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:59.664788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:59.664814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:59.664870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:18:59.720685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:18:59.721280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:18:59.721354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:18:59.721386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:18:59.833466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:18:59.833616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:18:59.833657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:18:59.833685] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:18:59.836941] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-23T20:18:59.837210] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-23T20:18:59.837330] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:18:59.974637] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHSCN.txt
[2025-12-23T20:18:59.974774] [INFO ] [sig       ] [682/3557] Completed CHSCN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:18:59.974814] [INFO ] [sig       ] [683/3557] Forecasting CHSCO...
[2025-12-23T20:18:59.974843] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-23T20:18:59.974873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-23T20:18:59.986739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-23T20:18:59.987183] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-23T20:18:59.987995] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-23T20:18:59.988047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:18:59.988078] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:18:59.988105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:18:59.988161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:00.051423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:00.052405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:00.052513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:00.052546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:00.181679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:00.181848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:00.181888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:00.181917] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:00.185381] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-23T20:19:00.185688] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-23T20:19:00.185837] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:00.324255] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHSCO.txt
[2025-12-23T20:19:00.324423] [INFO ] [sig       ] [683/3557] Completed CHSCO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:19:00.324464] [INFO ] [sig       ] [684/3557] Forecasting CHSCP...
[2025-12-23T20:19:00.324492] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-23T20:19:00.324522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-23T20:19:00.335991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-23T20:19:00.336433] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-23T20:19:00.337414] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-23T20:19:00.337476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:00.337517] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:00.337555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:00.337652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:00.399204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:00.400282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:00.400365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:00.400400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:00.506353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:00.506512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:00.506551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:00.506597] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:00.510017] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-23T20:19:00.510307] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-23T20:19:00.510442] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:00.653348] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHSCP.txt
[2025-12-23T20:19:00.653494] [INFO ] [sig       ] [684/3557] Completed CHSCP in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:19:00.653535] [INFO ] [sig       ] [685/3557] Forecasting CHWY...
[2025-12-23T20:19:00.653587] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-23T20:19:00.653631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-23T20:19:00.665804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-23T20:19:00.666159] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-23T20:19:00.666979] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-23T20:19:00.667033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:00.667064] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:00.667090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:00.667145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:00.722860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:00.723740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:00.723820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:00.723853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:00.849294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:00.849409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:00.849459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:00.849491] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:00.852880] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-23T20:19:00.853157] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-23T20:19:00.853282] [INFO ] [sig       ] CHWY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:01.002184] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHWY.txt
[2025-12-23T20:19:01.002332] [INFO ] [sig       ] [685/3557] Completed CHWY in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-23T20:19:01.002371] [INFO ] [sig       ] [686/3557] Forecasting CHY...
[2025-12-23T20:19:01.002400] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-23T20:19:01.002433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-23T20:19:01.015096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-23T20:19:01.015458] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-23T20:19:01.016260] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-23T20:19:01.016314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:01.016347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:01.016375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:01.016449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:01.076079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:01.076892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:01.076973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:01.077007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:01.193662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:01.193774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:01.193813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:01.193841] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:01.197161] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-23T20:19:01.197440] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-23T20:19:01.197590] [INFO ] [sig       ] CHY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:01.337790] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CHY.txt
[2025-12-23T20:19:01.337935] [INFO ] [sig       ] [686/3557] Completed CHY in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-23T20:19:01.337973] [INFO ] [sig       ] [687/3557] Forecasting CI...
[2025-12-23T20:19:01.338003] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-23T20:19:01.338032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-23T20:19:01.349857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-23T20:19:01.350165] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-23T20:19:01.350968] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-23T20:19:01.351020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:01.351051] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:01.351078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:01.351134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:01.428769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:01.429616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:01.429718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:01.429755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:01.548932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:01.549089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:01.549131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:01.549159] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:01.552657] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-12-23T20:19:01.552946] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-23T20:19:01.553076] [INFO ] [sig       ] CI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:01.705405] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CI.txt
[2025-12-23T20:19:01.705597] [INFO ] [sig       ] [687/3557] Completed CI in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:01.705641] [INFO ] [sig       ] [688/3557] Forecasting CIA...
[2025-12-23T20:19:01.705679] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-23T20:19:01.705722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-23T20:19:01.719340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-23T20:19:01.719997] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-23T20:19:01.720846] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-23T20:19:01.720900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:01.720932] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:01.720958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:01.721015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:01.784625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:01.785865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:01.785947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:01.785982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:01.916093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:01.916272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:01.916321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:01.916351] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:01.920505] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-23T20:19:01.921044] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-23T20:19:01.921178] [INFO ] [sig       ] CIA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:02.070492] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIA.txt
[2025-12-23T20:19:02.070687] [INFO ] [sig       ] [688/3557] Completed CIA in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:02.070728] [INFO ] [sig       ] [689/3557] Forecasting CIB...
[2025-12-23T20:19:02.070757] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-23T20:19:02.070787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-23T20:19:02.083317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-23T20:19:02.083930] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-23T20:19:02.084816] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-23T20:19:02.084872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:02.084904] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:02.084944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:02.085002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:02.148162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:02.149162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:02.149264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:02.149298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:02.284149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:02.284311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:02.284352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:02.284380] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:02.287870] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-23T20:19:02.288151] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-23T20:19:02.288275] [INFO ] [sig       ] CIB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:02.438742] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIB.txt
[2025-12-23T20:19:02.438926] [INFO ] [sig       ] [689/3557] Completed CIB in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:02.438975] [INFO ] [sig       ] [690/3557] Forecasting CIEN...
[2025-12-23T20:19:02.439006] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-23T20:19:02.439035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-23T20:19:02.451736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-23T20:19:02.452127] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-23T20:19:02.452989] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-23T20:19:02.453086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:02.453123] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:02.453162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:02.453243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:02.521984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:02.523071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:02.523164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:02.523198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:02.655705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:02.655867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:02.655908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:02.655937] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:02.659856] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-23T20:19:02.660170] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-23T20:19:02.660306] [INFO ] [sig       ] CIEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:02.815984] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CIEN.txt
[2025-12-23T20:19:02.816184] [INFO ] [sig       ] [690/3557] Completed CIEN in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:02.816241] [INFO ] [sig       ] [691/3557] Forecasting CIF...
[2025-12-23T20:19:02.816282] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-23T20:19:02.816326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-23T20:19:02.829267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-23T20:19:02.829677] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-23T20:19:02.830544] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-23T20:19:02.830618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:02.830652] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:02.830680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:02.830737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:02.890034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:02.891023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:02.891121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:02.891164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:03.000600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:03.000776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:03.000820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:03.000848] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:03.004310] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-23T20:19:03.004661] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-23T20:19:03.004805] [INFO ] [sig       ] CIF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:03.146050] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CIF.txt
[2025-12-23T20:19:03.146209] [INFO ] [sig       ] [691/3557] Completed CIF in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:03.146251] [INFO ] [sig       ] [692/3557] Forecasting CIG...
[2025-12-23T20:19:03.146280] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-23T20:19:03.146312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-23T20:19:03.158496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-23T20:19:03.158855] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-23T20:19:03.159785] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-23T20:19:03.159839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:03.159871] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:03.159896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:03.159952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:03.222647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:03.223512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:03.223646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:03.223685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:03.359385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:03.359598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:03.359642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:03.359672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:03.363844] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-23T20:19:03.364220] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-23T20:19:03.364360] [INFO ] [sig       ] CIG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:03.522601] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CIG.txt
[2025-12-23T20:19:03.522779] [INFO ] [sig       ] [692/3557] Completed CIG in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:03.522819] [INFO ] [sig       ] [693/3557] Forecasting CIGI...
[2025-12-23T20:19:03.522852] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-23T20:19:03.522886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-23T20:19:03.534745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-23T20:19:03.535054] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-23T20:19:03.536063] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-23T20:19:03.536115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:03.536146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:03.536171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:03.536226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:03.593214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:03.593847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:03.593924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:03.593955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:03.711908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:03.712057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:03.712128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:03.712158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:03.715931] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-23T20:19:03.716207] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-23T20:19:03.716334] [INFO ] [sig       ] CIGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:03.857526] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIGI.txt
[2025-12-23T20:19:03.857680] [INFO ] [sig       ] [693/3557] Completed CIGI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:03.857722] [INFO ] [sig       ] [694/3557] Forecasting CII...
[2025-12-23T20:19:03.857752] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-23T20:19:03.857782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-23T20:19:03.869993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-23T20:19:03.870487] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-23T20:19:03.871442] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-23T20:19:03.871495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:03.871527] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:03.871553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:03.871629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:03.928136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:03.928893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:03.928976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:03.929008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:04.053585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:04.053739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:04.053781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:04.053811] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:04.057254] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-23T20:19:04.057540] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-23T20:19:04.057721] [INFO ] [sig       ] CII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:04.205885] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CII.txt
[2025-12-23T20:19:04.206044] [INFO ] [sig       ] [694/3557] Completed CII in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:04.206093] [INFO ] [sig       ] [695/3557] Forecasting CIM...
[2025-12-23T20:19:04.206123] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-23T20:19:04.206154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-23T20:19:04.219004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-23T20:19:04.219335] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-23T20:19:04.220130] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-23T20:19:04.220183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:04.220216] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:04.220243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:04.220300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:04.280501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:04.281252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:04.281334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:04.281367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:04.405162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:04.405331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:04.405374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:04.405405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:04.408972] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-23T20:19:04.409315] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-23T20:19:04.409455] [INFO ] [sig       ] CIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:04.551043] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIM.txt
[2025-12-23T20:19:04.551174] [INFO ] [sig       ] [695/3557] Completed CIM in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:04.551213] [INFO ] [sig       ] [696/3557] Forecasting CINF...
[2025-12-23T20:19:04.551244] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-23T20:19:04.551273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-23T20:19:04.563671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-23T20:19:04.564058] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-23T20:19:04.564863] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-23T20:19:04.564916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:04.564947] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:04.564973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:04.565027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:04.624400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:04.625326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:04.625409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:04.625463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:04.747597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:04.747764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:04.747806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:04.747834] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:04.751208] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-23T20:19:04.751493] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-23T20:19:04.751639] [INFO ] [sig       ] CINF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:04.891901] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CINF.txt
[2025-12-23T20:19:04.892066] [INFO ] [sig       ] [696/3557] Completed CINF in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:04.892107] [INFO ] [sig       ] [697/3557] Forecasting CING...
[2025-12-23T20:19:04.892136] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-23T20:19:04.892196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-23T20:19:04.904069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-23T20:19:04.904424] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-23T20:19:04.905217] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-23T20:19:04.905270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:04.905301] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:04.905327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:04.905383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:04.963346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:04.964243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:04.964325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:04.964356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:05.085268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:05.085442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:05.085484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:05.085514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:05.089114] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=57.43%)
[2025-12-23T20:19:05.089505] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-23T20:19:05.089681] [INFO ] [sig       ] CING: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:05.232182] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CING.txt
[2025-12-23T20:19:05.232346] [INFO ] [sig       ] [697/3557] Completed CING in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:05.232387] [INFO ] [sig       ] [698/3557] Forecasting CIO...
[2025-12-23T20:19:05.232415] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-23T20:19:05.232447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-23T20:19:05.245212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-23T20:19:05.245630] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-23T20:19:05.246471] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-23T20:19:05.246527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:05.246560] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:05.246617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:05.246704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:05.310036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:05.310904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:05.310990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:05.311024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:05.440218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:05.440394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:05.440436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:05.440468] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:05.444128] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-23T20:19:05.444422] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-23T20:19:05.444553] [INFO ] [sig       ] CIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:05.583068] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIO.txt
[2025-12-23T20:19:05.583212] [INFO ] [sig       ] [698/3557] Completed CIO in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:05.583251] [INFO ] [sig       ] [699/3557] Forecasting CION...
[2025-12-23T20:19:05.583280] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-23T20:19:05.583311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-23T20:19:05.594755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-23T20:19:05.595121] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-23T20:19:05.595933] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-23T20:19:05.595985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:05.596017] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:05.596043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:05.596098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:05.655241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:05.656137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:05.656216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:05.656247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:05.781450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:05.781629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:05.781678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:05.781713] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:05.785046] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-23T20:19:05.785311] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-23T20:19:05.785433] [INFO ] [sig       ] CION: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:05.924461] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CION.txt
[2025-12-23T20:19:05.924623] [INFO ] [sig       ] [699/3557] Completed CION in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:05.924667] [INFO ] [sig       ] [700/3557] Forecasting CIVB...
[2025-12-23T20:19:05.924698] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-23T20:19:05.924730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-23T20:19:05.936083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-23T20:19:05.936352] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-23T20:19:05.937147] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-23T20:19:05.937201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:05.937234] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:05.937262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:05.937319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:05.993102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:05.993731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:05.993805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:05.993837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:06.109471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:06.109637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:06.109684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:06.109717] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:06.113025] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-23T20:19:06.113294] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-23T20:19:06.113414] [INFO ] [sig       ] CIVB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:06.256906] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CIVB.txt
[2025-12-23T20:19:06.257055] [INFO ] [sig       ] [700/3557] Completed CIVB in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:06.257094] [INFO ] [sig       ] [701/3557] Forecasting CIVI...
[2025-12-23T20:19:06.257124] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-23T20:19:06.257153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-23T20:19:06.268769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-23T20:19:06.269073] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-23T20:19:06.269880] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-23T20:19:06.269933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:06.269964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:06.269991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:06.270046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:06.326058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:06.326938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:06.327030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:06.327063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:06.444662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:06.444824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:06.444864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:06.444894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:06.448329] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-12-23T20:19:06.448660] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-23T20:19:06.448795] [INFO ] [sig       ] CIVI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:06.592652] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CIVI.txt
[2025-12-23T20:19:06.592828] [INFO ] [sig       ] [701/3557] Completed CIVI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:06.592871] [INFO ] [sig       ] [702/3557] Forecasting CLB...
[2025-12-23T20:19:06.592900] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-23T20:19:06.592931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-23T20:19:06.605344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-23T20:19:06.605714] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-23T20:19:06.606475] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-23T20:19:06.606540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:06.606604] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:06.606635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:06.606691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:06.662960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:06.663813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:06.663892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:06.663925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:06.778940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:06.779099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:06.779138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:06.779166] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:06.782748] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-23T20:19:06.783206] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-23T20:19:06.783330] [INFO ] [sig       ] CLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:06.923362] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLB.txt
[2025-12-23T20:19:06.923511] [INFO ] [sig       ] [702/3557] Completed CLB in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-23T20:19:06.923552] [INFO ] [sig       ] [703/3557] Forecasting CLBK...
[2025-12-23T20:19:06.923601] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-23T20:19:06.923636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-23T20:19:06.935089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-23T20:19:06.935354] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-23T20:19:06.936262] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-23T20:19:06.936313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:06.936344] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:06.936370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:06.936425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:06.992463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:06.993246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:06.993324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:06.993355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:07.108063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:07.108218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:07.108257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:07.108285] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:07.111684] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-12-23T20:19:07.111975] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-23T20:19:07.112129] [INFO ] [sig       ] CLBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:07.248862] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLBK.txt
[2025-12-23T20:19:07.248994] [INFO ] [sig       ] [703/3557] Completed CLBK in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-23T20:19:07.249032] [INFO ] [sig       ] [704/3557] Forecasting CLCO...
[2025-12-23T20:19:07.249061] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-23T20:19:07.249090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-23T20:19:07.261174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-23T20:19:07.261559] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-23T20:19:07.262376] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-23T20:19:07.262427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:07.262458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:07.262484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:07.262539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:07.318694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:07.319486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:07.319567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:07.319619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:07.438368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:07.438504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:07.438542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:07.438589] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:07.441967] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-12-23T20:19:07.442247] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-23T20:19:07.442377] [INFO ] [sig       ] CLCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:07.583072] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLCO.txt
[2025-12-23T20:19:07.583219] [INFO ] [sig       ] [704/3557] Completed CLCO in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-23T20:19:07.583261] [INFO ] [sig       ] [705/3557] Forecasting CLDX...
[2025-12-23T20:19:07.583290] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-23T20:19:07.583320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-23T20:19:07.594459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-23T20:19:07.594756] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-23T20:19:07.595653] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-23T20:19:07.595706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:07.595736] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:07.595762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:07.595817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:07.654035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:07.654746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:07.654825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:07.654858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:07.774608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:07.774768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:07.774823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:07.774859] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:07.778375] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-23T20:19:07.778677] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-23T20:19:07.778807] [INFO ] [sig       ] CLDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:07.917324] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLDX.txt
[2025-12-23T20:19:07.917475] [INFO ] [sig       ] [705/3557] Completed CLDX in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:07.917520] [INFO ] [sig       ] [706/3557] Forecasting CLF...
[2025-12-23T20:19:07.917551] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-23T20:19:07.917599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-23T20:19:07.929006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-23T20:19:07.929360] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-23T20:19:07.930165] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-23T20:19:07.930217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:07.930248] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:07.930273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:07.930329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:07.985133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:07.985823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:07.985901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:07.985932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:08.113617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:08.113792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:08.113833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:08.113861] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:08.117397] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-23T20:19:08.117723] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-23T20:19:08.117855] [INFO ] [sig       ] CLF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:08.254260] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLF.txt
[2025-12-23T20:19:08.254393] [INFO ] [sig       ] [706/3557] Completed CLF in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:08.254431] [INFO ] [sig       ] [707/3557] Forecasting CLFD...
[2025-12-23T20:19:08.254460] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-23T20:19:08.254491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-23T20:19:08.266363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-23T20:19:08.266670] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-23T20:19:08.267436] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-23T20:19:08.267488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:08.267519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:08.267545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:08.267619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:08.322849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:08.323696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:08.323776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:08.323809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:08.449073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:08.449240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:08.449281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:08.449311] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:08.452618] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-23T20:19:08.452884] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-23T20:19:08.453027] [INFO ] [sig       ] CLFD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:08.596258] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLFD.txt
[2025-12-23T20:19:08.596395] [INFO ] [sig       ] [707/3557] Completed CLFD in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:08.596434] [INFO ] [sig       ] [708/3557] Forecasting CLH...
[2025-12-23T20:19:08.596464] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-23T20:19:08.596494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-23T20:19:08.607753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-23T20:19:08.608075] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-23T20:19:08.608857] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-23T20:19:08.608908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:08.608939] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:08.608966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:08.609021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:08.664387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:08.665236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:08.665320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:08.665352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:08.785442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:08.785647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:08.785714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:08.785768] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:08.790894] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-23T20:19:08.791291] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-23T20:19:08.791474] [INFO ] [sig       ] CLH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:08.938108] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLH.txt
[2025-12-23T20:19:08.938248] [INFO ] [sig       ] [708/3557] Completed CLH in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:08.938288] [INFO ] [sig       ] [709/3557] Forecasting CLLS...
[2025-12-23T20:19:08.938317] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-23T20:19:08.938346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-23T20:19:08.950698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-23T20:19:08.951058] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-23T20:19:08.951880] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-23T20:19:08.951933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:08.951964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:08.951990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:08.952045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:09.006800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:09.007442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:09.007524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:09.007556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:09.125546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:09.125710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:09.125766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:09.125796] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:09.129119] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-23T20:19:09.129425] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-23T20:19:09.129561] [INFO ] [sig       ] CLLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:09.268687] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLLS.txt
[2025-12-23T20:19:09.268837] [INFO ] [sig       ] [709/3557] Completed CLLS in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:09.268878] [INFO ] [sig       ] [710/3557] Forecasting CLMB...
[2025-12-23T20:19:09.268907] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-23T20:19:09.268936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-23T20:19:09.280021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-23T20:19:09.280353] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-23T20:19:09.281133] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-23T20:19:09.281185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:09.281215] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:09.281242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:09.281301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:09.336074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:09.336903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:09.336986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:09.337017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:09.453665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:09.453848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:09.453889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:09.453915] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:09.457245] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-23T20:19:09.457528] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-23T20:19:09.457685] [INFO ] [sig       ] CLMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:09.596161] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLMB.txt
[2025-12-23T20:19:09.596304] [INFO ] [sig       ] [710/3557] Completed CLMB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:09.596342] [INFO ] [sig       ] [711/3557] Forecasting CLNE...
[2025-12-23T20:19:09.596371] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-23T20:19:09.596400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-23T20:19:09.609282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-23T20:19:09.609627] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-23T20:19:09.610622] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-23T20:19:09.610673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:09.610704] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:09.610731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:09.610787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:09.665598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:09.666367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:09.666449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:09.666480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:09.784317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:09.784486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:09.784532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:09.784562] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:09.788018] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-23T20:19:09.788288] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-23T20:19:09.788416] [INFO ] [sig       ] CLNE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:09.924691] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLNE.txt
[2025-12-23T20:19:09.924835] [INFO ] [sig       ] [711/3557] Completed CLNE in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:09.924874] [INFO ] [sig       ] [712/3557] Forecasting CLNN...
[2025-12-23T20:19:09.925077] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-23T20:19:09.925105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-23T20:19:09.936671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-23T20:19:09.936995] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-23T20:19:09.937770] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-23T20:19:09.937823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:09.937854] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:09.937880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:09.937934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:09.993014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:09.993720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:09.993804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:09.993836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:10.113381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:10.113545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:10.113605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:10.113636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:10.117161] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-23T20:19:10.117447] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-23T20:19:10.117601] [INFO ] [sig       ] CLNN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:10.256621] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLNN.txt
[2025-12-23T20:19:10.256781] [INFO ] [sig       ] [712/3557] Completed CLNN in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:10.256821] [INFO ] [sig       ] [713/3557] Forecasting CLOA...
[2025-12-23T20:19:10.256851] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-23T20:19:10.256879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-23T20:19:10.268774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-23T20:19:10.269129] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-23T20:19:10.269924] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-23T20:19:10.269976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:10.270019] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:10.270046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:10.270101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:10.325343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:10.326230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:10.326309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:10.326342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:10.423199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:10.423362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:10.423401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:10.423430] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:10.426783] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-23T20:19:10.427064] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-23T20:19:10.427199] [INFO ] [sig       ] CLOA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:10.565038] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLOA.txt
[2025-12-23T20:19:10.565196] [INFO ] [sig       ] [713/3557] Completed CLOA in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:10.565268] [INFO ] [sig       ] [714/3557] Forecasting CLRB...
[2025-12-23T20:19:10.565299] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-23T20:19:10.565329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-23T20:19:10.575827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-23T20:19:10.576193] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-23T20:19:10.576987] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-23T20:19:10.577038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:10.577070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:10.577096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:10.577155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:10.635272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:10.636233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:10.636313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:10.636344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:10.754717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:10.754875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:10.754917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:10.754945] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:10.758287] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-23T20:19:10.758584] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-23T20:19:10.758711] [INFO ] [sig       ] CLRB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:10.896424] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLRB.txt
[2025-12-23T20:19:10.896597] [INFO ] [sig       ] [714/3557] Completed CLRB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:10.896638] [INFO ] [sig       ] [715/3557] Forecasting CLRO...
[2025-12-23T20:19:10.896668] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-23T20:19:10.896699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-23T20:19:10.907324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-23T20:19:10.907710] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-23T20:19:10.908466] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-23T20:19:10.908517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:10.908549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:10.908595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:10.908654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:10.963721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:10.964565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:10.964663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:10.964696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:11.071969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:11.072120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:11.072159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:11.072187] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:11.075500] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=42.64%)
[2025-12-23T20:19:11.075798] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-23T20:19:11.075925] [INFO ] [sig       ] CLRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:11.211511] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLRO.txt
[2025-12-23T20:19:11.211657] [INFO ] [sig       ] [715/3557] Completed CLRO in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:11.211698] [INFO ] [sig       ] [716/3557] Forecasting CLS...
[2025-12-23T20:19:11.211727] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-23T20:19:11.211756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-23T20:19:11.223686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-23T20:19:11.223976] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-23T20:19:11.224760] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-23T20:19:11.224812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:11.224843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:11.224869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:11.224926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:11.280129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:11.280747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:11.280820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:11.280852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:11.401749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:11.401882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:11.401922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:11.401950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:11.405285] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-23T20:19:11.405555] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-23T20:19:11.405697] [INFO ] [sig       ] CLS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:11.545327] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CLS.txt
[2025-12-23T20:19:11.545463] [INFO ] [sig       ] [716/3557] Completed CLS in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:11.545502] [INFO ] [sig       ] [717/3557] Forecasting CLX...
[2025-12-23T20:19:11.545535] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-23T20:19:11.545565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-23T20:19:11.556939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-23T20:19:11.557250] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-23T20:19:11.558041] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-23T20:19:11.558093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:11.558123] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:11.558189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:11.558247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:11.613322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:11.613971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:11.614047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:11.614079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:11.733705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:11.733851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:11.733890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:11.733917] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:11.737168] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-23T20:19:11.737442] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-23T20:19:11.737563] [INFO ] [sig       ] CLX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:11.873680] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CLX.txt
[2025-12-23T20:19:11.873817] [INFO ] [sig       ] [717/3557] Completed CLX in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:11.873855] [INFO ] [sig       ] [718/3557] Forecasting CM...
[2025-12-23T20:19:11.873884] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-23T20:19:11.873914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-23T20:19:11.885189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-23T20:19:11.885484] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-23T20:19:11.886269] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-23T20:19:11.886322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:11.886353] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:11.886380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:11.886435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:11.941219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:11.941944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:11.942021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:11.942053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:12.057077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:12.057219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:12.057258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:12.057287] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:12.060664] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-23T20:19:12.060962] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-23T20:19:12.061084] [INFO ] [sig       ] CM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:12.197204] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CM.txt
[2025-12-23T20:19:12.197336] [INFO ] [sig       ] [718/3557] Completed CM in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-23T20:19:12.197374] [INFO ] [sig       ] [719/3557] Forecasting CMA...
[2025-12-23T20:19:12.197404] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-23T20:19:12.197433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-23T20:19:12.207981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-23T20:19:12.208285] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-23T20:19:12.209063] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-23T20:19:12.209114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:12.209144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:12.209170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:12.209247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:12.263940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:12.264619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:12.264696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:12.264727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:12.385718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:12.385863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:12.385903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:12.385931] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:12.389263] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-23T20:19:12.389535] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-23T20:19:12.389678] [INFO ] [sig       ] CMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:12.526860] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMA.txt
[2025-12-23T20:19:12.526990] [INFO ] [sig       ] [719/3557] Completed CMA in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-23T20:19:12.527028] [INFO ] [sig       ] [720/3557] Forecasting CMC...
[2025-12-23T20:19:12.527057] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-23T20:19:12.527085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-23T20:19:12.538164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-23T20:19:12.538471] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-23T20:19:12.539266] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-23T20:19:12.539317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:12.539347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:12.539373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:12.539427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:12.594051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:12.594717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:12.594793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:12.594825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:12.716010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:12.716154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:12.716193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:12.716237] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:12.719556] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2025-12-23T20:19:12.719878] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-23T20:19:12.720003] [INFO ] [sig       ] CMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:12.856107] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMC.txt
[2025-12-23T20:19:12.856236] [INFO ] [sig       ] [720/3557] Completed CMC in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-23T20:19:12.856274] [INFO ] [sig       ] [721/3557] Forecasting CMCM...
[2025-12-23T20:19:12.856303] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-23T20:19:12.856332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-23T20:19:12.866461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-23T20:19:12.866827] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-23T20:19:12.867629] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-23T20:19:12.867681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:12.867712] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:12.867739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:12.867799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:12.924700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:12.925369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:12.925450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:12.925482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:13.034860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:13.035013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:13.035053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:13.035082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:13.038368] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-23T20:19:13.038654] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-23T20:19:13.038779] [INFO ] [sig       ] CMCM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:13.175881] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMCM.txt
[2025-12-23T20:19:13.176026] [INFO ] [sig       ] [721/3557] Completed CMCM in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:13.176065] [INFO ] [sig       ] [722/3557] Forecasting CMCO...
[2025-12-23T20:19:13.176095] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-23T20:19:13.176124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-23T20:19:13.187387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-23T20:19:13.187729] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-23T20:19:13.188490] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-23T20:19:13.188541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:13.188592] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:13.188621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:13.188676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:13.245657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:13.246368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:13.246448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:13.246481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:13.364559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:13.364717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:13.364756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:13.364784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:13.368106] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-23T20:19:13.368377] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-23T20:19:13.368502] [INFO ] [sig       ] CMCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:13.506059] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMCO.txt
[2025-12-23T20:19:13.506219] [INFO ] [sig       ] [722/3557] Completed CMCO in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:13.506259] [INFO ] [sig       ] [723/3557] Forecasting CMCSA...
[2025-12-23T20:19:13.506289] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-23T20:19:13.506317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-23T20:19:13.517332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-23T20:19:13.517677] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-23T20:19:13.518425] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-23T20:19:13.518477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:13.518508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:13.518534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:13.518607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:13.573560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:13.574408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:13.574490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:13.574522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:13.692315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:13.692464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:13.692502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:13.692530] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:13.695832] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-12-23T20:19:13.696108] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-23T20:19:13.696233] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:13.833064] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMCSA.txt
[2025-12-23T20:19:13.833177] [INFO ] [sig       ] [723/3557] Completed CMCSA in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:13.833215] [INFO ] [sig       ] [724/3557] Forecasting CME...
[2025-12-23T20:19:13.833245] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-23T20:19:13.833274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-23T20:19:13.844054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-23T20:19:13.844361] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-23T20:19:13.845133] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-23T20:19:13.845184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:13.845216] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:13.845243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:13.845307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:13.901359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:13.902039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:13.902115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:13.902149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:14.021255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:14.021380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:14.021417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:14.021445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:14.025024] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-23T20:19:14.025295] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-23T20:19:14.025417] [INFO ] [sig       ] CME: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:14.162594] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CME.txt
[2025-12-23T20:19:14.162723] [INFO ] [sig       ] [724/3557] Completed CME in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:14.162760] [INFO ] [sig       ] [725/3557] Forecasting CMG...
[2025-12-23T20:19:14.162789] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-23T20:19:14.162819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-23T20:19:14.173744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-23T20:19:14.174030] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-23T20:19:14.174794] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-23T20:19:14.174845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:14.174878] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:14.174904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:14.174960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:14.232333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:14.232979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:14.233056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:14.233088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:14.355008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:14.355125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:14.355161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:14.355188] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:14.358390] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-23T20:19:14.358677] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-23T20:19:14.358801] [INFO ] [sig       ] CMG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:14.497930] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMG.txt
[2025-12-23T20:19:14.498053] [INFO ] [sig       ] [725/3557] Completed CMG in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:14.498092] [INFO ] [sig       ] [726/3557] Forecasting CMI...
[2025-12-23T20:19:14.498122] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-23T20:19:14.498151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-23T20:19:14.509165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-23T20:19:14.509470] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-23T20:19:14.510265] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-23T20:19:14.510328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:14.510362] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:14.510389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:14.510444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:14.566608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:14.567194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:14.567267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:14.567299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:14.687633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:14.687745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:14.687782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:14.687809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:14.690961] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-23T20:19:14.691223] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-23T20:19:14.691346] [INFO ] [sig       ] CMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:14.829208] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMI.txt
[2025-12-23T20:19:14.829327] [INFO ] [sig       ] [726/3557] Completed CMI in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:14.829365] [INFO ] [sig       ] [727/3557] Forecasting CMMB...
[2025-12-23T20:19:14.829394] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-23T20:19:14.829422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-23T20:19:14.840136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-23T20:19:14.840433] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-23T20:19:14.841256] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-23T20:19:14.841309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:14.841341] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:14.841368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:14.841426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:14.898899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:14.899504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:14.899597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:14.899633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:15.016752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:15.016865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:15.016901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:15.016928] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:15.020101] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-23T20:19:15.020373] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-23T20:19:15.020500] [INFO ] [sig       ] CMMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:15.158074] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMMB.txt
[2025-12-23T20:19:15.158192] [INFO ] [sig       ] [727/3557] Completed CMMB in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:15.158231] [INFO ] [sig       ] [728/3557] Forecasting CMP...
[2025-12-23T20:19:15.158260] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-23T20:19:15.158289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-23T20:19:15.169054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-23T20:19:15.169376] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-23T20:19:15.170150] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-23T20:19:15.170202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:15.170233] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:15.170260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:15.170315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:15.228251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:15.228901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:15.228980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:15.229012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:15.349919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:15.350035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:15.350074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:15.350103] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:15.353393] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-23T20:19:15.353687] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-23T20:19:15.353820] [INFO ] [sig       ] CMP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:15.509566] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMP.txt
[2025-12-23T20:19:15.509712] [INFO ] [sig       ] [728/3557] Completed CMP in 0.4s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:15.509752] [INFO ] [sig       ] [729/3557] Forecasting CMPO...
[2025-12-23T20:19:15.509782] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-23T20:19:15.509810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-23T20:19:15.520977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-23T20:19:15.521249] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-23T20:19:15.522022] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-23T20:19:15.522074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:15.522105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:15.522131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:15.522185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:15.578452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:15.579064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:15.579139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:15.579171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:15.703159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:15.703284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:15.703320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:15.703348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:15.706520] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-23T20:19:15.706804] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-23T20:19:15.706925] [INFO ] [sig       ] CMPO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:15.848734] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMPO.txt
[2025-12-23T20:19:15.848858] [INFO ] [sig       ] [729/3557] Completed CMPO in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:15.848910] [INFO ] [sig       ] [730/3557] Forecasting CMPS...
[2025-12-23T20:19:15.848942] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-23T20:19:15.848972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-23T20:19:15.860080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-23T20:19:15.860344] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-23T20:19:15.861108] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-23T20:19:15.861159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:15.861190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:15.861216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:15.861272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:15.917187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:15.917780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:15.917859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:15.917889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:16.038130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:16.038239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:16.038274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:16.038301] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:16.041484] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-23T20:19:16.041763] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-23T20:19:16.041885] [INFO ] [sig       ] CMPS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:16.180013] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMPS.txt
[2025-12-23T20:19:16.180131] [INFO ] [sig       ] [730/3557] Completed CMPS in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:16.180193] [INFO ] [sig       ] [731/3557] Forecasting CMPX...
[2025-12-23T20:19:16.180224] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-23T20:19:16.180253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-23T20:19:16.191148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-23T20:19:16.191423] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-23T20:19:16.192199] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-23T20:19:16.192251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:16.192283] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:16.192308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:16.192364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:16.249099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:16.249735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:16.249810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:16.249841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:16.364533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:16.364656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:16.364697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:16.364725] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:16.368059] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-23T20:19:16.368344] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-23T20:19:16.368469] [INFO ] [sig       ] CMPX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:16.506809] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMPX.txt
[2025-12-23T20:19:16.506946] [INFO ] [sig       ] [731/3557] Completed CMPX in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:16.506984] [INFO ] [sig       ] [732/3557] Forecasting CMRE...
[2025-12-23T20:19:16.507013] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-23T20:19:16.507043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-23T20:19:16.517981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-23T20:19:16.518243] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-23T20:19:16.519004] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-23T20:19:16.519055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:16.519086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:16.519113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:16.519168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:16.574667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:16.575254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:16.575328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:16.575359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:16.695371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:16.695518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:16.695556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:16.695601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:16.698883] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-23T20:19:16.699153] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-23T20:19:16.699299] [INFO ] [sig       ] CMRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:16.836949] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMRE.txt
[2025-12-23T20:19:16.837072] [INFO ] [sig       ] [732/3557] Completed CMRE in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:16.837111] [INFO ] [sig       ] [733/3557] Forecasting CMS...
[2025-12-23T20:19:16.837142] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-23T20:19:16.837171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-23T20:19:16.847738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-23T20:19:16.848012] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-23T20:19:16.848791] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-23T20:19:16.848843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:16.848874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:16.848900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:16.848956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:16.904947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:16.905710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:16.905789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:16.905821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:17.030674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:17.030797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:17.030851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:17.030881] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:17.034082] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-23T20:19:17.034346] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-23T20:19:17.034471] [INFO ] [sig       ] CMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:17.173650] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMS.txt
[2025-12-23T20:19:17.173771] [INFO ] [sig       ] [733/3557] Completed CMS in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-23T20:19:17.173810] [INFO ] [sig       ] [734/3557] Forecasting CMSA...
[2025-12-23T20:19:17.173844] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-23T20:19:17.173873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-23T20:19:17.184332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-23T20:19:17.184636] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-23T20:19:17.185382] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-23T20:19:17.185433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:17.185464] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:17.185518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:17.185593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:17.240648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:17.241278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:17.241356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:17.241390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:17.354404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:17.354696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:17.354744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:17.354775] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:17.358352] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-23T20:19:17.358647] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-23T20:19:17.358796] [INFO ] [sig       ] CMSA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:17.498009] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CMSA.txt
[2025-12-23T20:19:17.498181] [INFO ] [sig       ] [734/3557] Completed CMSA in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-23T20:19:17.498232] [INFO ] [sig       ] [735/3557] Forecasting CMSC...
[2025-12-23T20:19:17.498268] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-23T20:19:17.498300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-23T20:19:17.510000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-23T20:19:17.510345] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-23T20:19:17.511161] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-23T20:19:17.511214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:17.511245] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:17.511271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:17.511326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:17.566386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:17.567203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:17.567282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:17.567315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:17.679170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:17.679341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:17.679380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:17.679409] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:17.682770] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-12-23T20:19:17.683042] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-23T20:19:17.683167] [INFO ] [sig       ] CMSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:17.819630] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMSC.txt
[2025-12-23T20:19:17.819762] [INFO ] [sig       ] [735/3557] Completed CMSC in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-23T20:19:17.819802] [INFO ] [sig       ] [736/3557] Forecasting CMSD...
[2025-12-23T20:19:17.819830] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-23T20:19:17.819859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-23T20:19:17.831048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-23T20:19:17.831340] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-23T20:19:17.832118] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-23T20:19:17.832171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:17.832202] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:17.832229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:17.832285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:17.887270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:17.887926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:17.888002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:17.888033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:18.006327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:18.006471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:18.006508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:18.006536] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:18.009864] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-12-23T20:19:18.010139] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-23T20:19:18.010261] [INFO ] [sig       ] CMSD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:18.147675] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMSD.txt
[2025-12-23T20:19:18.147831] [INFO ] [sig       ] [736/3557] Completed CMSD in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-23T20:19:18.147871] [INFO ] [sig       ] [737/3557] Forecasting CMTG...
[2025-12-23T20:19:18.147902] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-23T20:19:18.147931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-23T20:19:18.159328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-23T20:19:18.159679] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-23T20:19:18.160428] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-23T20:19:18.160479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:18.160521] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:18.160547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:18.160630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:18.215855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:18.216682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:18.216759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:18.216792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:18.333957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:18.334101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:18.334139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:18.334167] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:18.337510] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-23T20:19:18.337803] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-23T20:19:18.337926] [INFO ] [sig       ] CMTG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:18.475399] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMTG.txt
[2025-12-23T20:19:18.475557] [INFO ] [sig       ] [737/3557] Completed CMTG in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-23T20:19:18.475619] [INFO ] [sig       ] [738/3557] Forecasting CMTL...
[2025-12-23T20:19:18.475649] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-23T20:19:18.475681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-23T20:19:18.487312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-23T20:19:18.487685] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-23T20:19:18.488443] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-23T20:19:18.488494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:18.488526] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:18.488552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:18.488631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:18.543217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:18.543840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:18.543917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:18.543948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:18.662662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:18.662819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:18.662862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:18.662892] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:18.666216] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-23T20:19:18.666486] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-23T20:19:18.666626] [INFO ] [sig       ] CMTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:18.802230] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CMTL.txt
[2025-12-23T20:19:18.802359] [INFO ] [sig       ] [738/3557] Completed CMTL in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-23T20:19:18.802397] [INFO ] [sig       ] [739/3557] Forecasting CNA...
[2025-12-23T20:19:18.802427] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-23T20:19:18.802455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-23T20:19:18.814098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-23T20:19:18.814385] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-23T20:19:18.815157] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-23T20:19:18.815210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:18.815241] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:18.815268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:18.815323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:18.870050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:18.870675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:18.870752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:18.870783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:18.987812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:18.987968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:18.988007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:18.988037] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:18.991417] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-23T20:19:18.991711] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-23T20:19:18.991844] [INFO ] [sig       ] CNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:19.131069] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNA.txt
[2025-12-23T20:19:19.131223] [INFO ] [sig       ] [739/3557] Completed CNA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:19.131262] [INFO ] [sig       ] [740/3557] Forecasting CNC...
[2025-12-23T20:19:19.131293] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-23T20:19:19.131323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-23T20:19:19.142317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-23T20:19:19.142631] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-23T20:19:19.143371] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-23T20:19:19.143422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:19.143453] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:19.143479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:19.143534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:19.198965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:19.199831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:19.199910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:19.199943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:19.315017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:19.315168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:19.315208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:19.315236] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:19.318536] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-23T20:19:19.318823] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-23T20:19:19.318950] [INFO ] [sig       ] CNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:19.455468] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNC.txt
[2025-12-23T20:19:19.455611] [INFO ] [sig       ] [740/3557] Completed CNC in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:19.455658] [INFO ] [sig       ] [741/3557] Forecasting CNF...
[2025-12-23T20:19:19.455689] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-23T20:19:19.455719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-23T20:19:19.466428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-23T20:19:19.466791] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-23T20:19:19.467555] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-23T20:19:19.467628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:19.467661] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:19.467688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:19.467744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:19.523675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:19.524517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:19.524619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:19.524653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:19.631778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:19.631936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:19.631975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:19.632002] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:19.635269] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-23T20:19:19.635543] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-23T20:19:19.635683] [INFO ] [sig       ] CNF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:19.774480] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNF.txt
[2025-12-23T20:19:19.774633] [INFO ] [sig       ] [741/3557] Completed CNF in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:19.774675] [INFO ] [sig       ] [742/3557] Forecasting CNI...
[2025-12-23T20:19:19.774706] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-23T20:19:19.774735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-23T20:19:19.786366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-23T20:19:19.786733] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-23T20:19:19.787496] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-23T20:19:19.787548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:19.787597] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:19.787626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:19.787682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:19.851134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:19.852028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:19.852112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:19.852146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:19.971916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:19.972062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:19.972102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:19.972131] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:19.975851] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-23T20:19:19.976126] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-23T20:19:19.976251] [INFO ] [sig       ] CNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:20.118739] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNI.txt
[2025-12-23T20:19:20.118909] [INFO ] [sig       ] [742/3557] Completed CNI in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:20.118949] [INFO ] [sig       ] [743/3557] Forecasting CNK...
[2025-12-23T20:19:20.118978] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-23T20:19:20.119008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-23T20:19:20.131385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-23T20:19:20.131832] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-23T20:19:20.132854] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-23T20:19:20.132938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:20.132976] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:20.133009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:20.133075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:20.197938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:20.198872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:20.198964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:20.198997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:20.323041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:20.323183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:20.323225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:20.323253] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:20.327163] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-23T20:19:20.327442] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-23T20:19:20.327568] [INFO ] [sig       ] CNK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:20.468312] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNK.txt
[2025-12-23T20:19:20.468459] [INFO ] [sig       ] [743/3557] Completed CNK in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:20.468497] [INFO ] [sig       ] [744/3557] Forecasting CNM...
[2025-12-23T20:19:20.468527] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-23T20:19:20.468555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-23T20:19:20.479527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-23T20:19:20.479821] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-23T20:19:20.480586] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-23T20:19:20.480639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:20.480670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:20.480697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:20.480753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:20.538435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:20.539302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:20.539384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:20.539451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:20.664948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:20.665098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:20.665138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:20.665183] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:20.668607] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-23T20:19:20.668887] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-23T20:19:20.669015] [INFO ] [sig       ] CNM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:20.809521] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNM.txt
[2025-12-23T20:19:20.809677] [INFO ] [sig       ] [744/3557] Completed CNM in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:20.809718] [INFO ] [sig       ] [745/3557] Forecasting CNMD...
[2025-12-23T20:19:20.809748] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-23T20:19:20.809817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-23T20:19:20.821024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-23T20:19:20.821308] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-23T20:19:20.822069] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-23T20:19:20.822121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:20.822153] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:20.822179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:20.822235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:20.878899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:20.879644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:20.879742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:20.879785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:21.003197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:21.003355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:21.003398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:21.003427] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:21.006871] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-23T20:19:21.007149] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-23T20:19:21.007277] [INFO ] [sig       ] CNMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:21.152496] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNMD.txt
[2025-12-23T20:19:21.152659] [INFO ] [sig       ] [745/3557] Completed CNMD in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:21.152703] [INFO ] [sig       ] [746/3557] Forecasting CNNE...
[2025-12-23T20:19:21.152734] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-23T20:19:21.152762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-23T20:19:21.164407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-23T20:19:21.164744] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-23T20:19:21.165521] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-23T20:19:21.165591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:21.165627] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:21.165655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:21.165716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:21.222787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:21.223449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:21.223536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:21.223599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:21.348363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:21.348510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:21.348549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:21.348595] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:21.351986] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-23T20:19:21.352263] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-23T20:19:21.352389] [INFO ] [sig       ] CNNE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:21.491991] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNNE.txt
[2025-12-23T20:19:21.492124] [INFO ] [sig       ] [746/3557] Completed CNNE in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:21.492175] [INFO ] [sig       ] [747/3557] Forecasting CNO...
[2025-12-23T20:19:21.492208] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-23T20:19:21.492237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-23T20:19:21.502813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-23T20:19:21.503103] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-23T20:19:21.503888] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-23T20:19:21.503940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:21.503972] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:21.503999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:21.504054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:21.559381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:21.560016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:21.560093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:21.560124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:21.680531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:21.680698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:21.680739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:21.680767] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:21.684064] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-23T20:19:21.684336] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-23T20:19:21.684458] [INFO ] [sig       ] CNO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:21.825189] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNO.txt
[2025-12-23T20:19:21.825346] [INFO ] [sig       ] [747/3557] Completed CNO in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:21.825386] [INFO ] [sig       ] [748/3557] Forecasting CNOB...
[2025-12-23T20:19:21.825417] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-23T20:19:21.825447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-23T20:19:21.836427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-23T20:19:21.836761] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-23T20:19:21.837511] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-23T20:19:21.837596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:21.837631] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:21.837658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:21.837725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:21.898619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:21.899348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:21.899438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:21.899471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:22.020433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:22.020594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:22.020634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:22.020662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:22.024352] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-12-23T20:19:22.024647] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-23T20:19:22.024772] [INFO ] [sig       ] CNOB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:22.167360] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNOB.txt
[2025-12-23T20:19:22.167493] [INFO ] [sig       ] [748/3557] Completed CNOB in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:22.167541] [INFO ] [sig       ] [749/3557] Forecasting CNP...
[2025-12-23T20:19:22.167591] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-23T20:19:22.167624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-23T20:19:22.179045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-23T20:19:22.179562] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-23T20:19:22.180541] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-23T20:19:22.180611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:22.180646] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:22.180674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:22.180731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:22.239103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:22.239965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:22.240044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:22.240075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:22.361803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:22.361948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:22.361987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:22.362024] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:22.365433] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-23T20:19:22.365741] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-23T20:19:22.365869] [INFO ] [sig       ] CNP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:22.508150] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNP.txt
[2025-12-23T20:19:22.508288] [INFO ] [sig       ] [749/3557] Completed CNP in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-23T20:19:22.508330] [INFO ] [sig       ] [750/3557] Forecasting CNQ...
[2025-12-23T20:19:22.508360] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-23T20:19:22.508389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-23T20:19:22.519328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-23T20:19:22.519659] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-23T20:19:22.520412] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-23T20:19:22.520473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:22.520505] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:22.520531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:22.520609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:22.576220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:22.576872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:22.576950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:22.576982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:22.703662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:22.703822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:22.703860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:22.703888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:22.707324] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-23T20:19:22.707627] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-23T20:19:22.707774] [INFO ] [sig       ] CNQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:22.848554] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNQ.txt
[2025-12-23T20:19:22.848721] [INFO ] [sig       ] [750/3557] Completed CNQ in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:22.848761] [INFO ] [sig       ] [751/3557] Forecasting CNS...
[2025-12-23T20:19:22.848791] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-23T20:19:22.848820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-23T20:19:22.859691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-23T20:19:22.859990] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-23T20:19:22.860761] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-23T20:19:22.860813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:22.860868] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:22.860897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:22.860953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:22.918216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:22.918913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:22.918988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:22.919020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:23.037638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:23.037788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:23.037826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:23.037855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:23.041156] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=54.37%)
[2025-12-23T20:19:23.041422] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-23T20:19:23.041545] [INFO ] [sig       ] CNS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:23.180079] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNS.txt
[2025-12-23T20:19:23.180214] [INFO ] [sig       ] [751/3557] Completed CNS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:23.180264] [INFO ] [sig       ] [752/3557] Forecasting CNSP...
[2025-12-23T20:19:23.180295] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-23T20:19:23.180325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-23T20:19:23.190392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-23T20:19:23.190722] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-23T20:19:23.191471] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-23T20:19:23.191523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:23.191554] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:23.191598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:23.191654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:23.247839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:23.248621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:23.248699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:23.248731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:23.372380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:23.372524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:23.372564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:23.372612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:23.376083] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-23T20:19:23.376361] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-23T20:19:23.376489] [INFO ] [sig       ] CNSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:23.519459] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNSP.txt
[2025-12-23T20:19:23.519626] [INFO ] [sig       ] [752/3557] Completed CNSP in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:23.519668] [INFO ] [sig       ] [753/3557] Forecasting CNTA...
[2025-12-23T20:19:23.519698] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-23T20:19:23.519727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-23T20:19:23.532067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-23T20:19:23.532456] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-23T20:19:23.533266] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-23T20:19:23.533318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:23.533351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:23.533379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:23.533435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:23.589844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:23.590500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:23.590615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:23.590651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:23.708371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:23.708520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:23.708560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:23.708607] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:23.711940] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-23T20:19:23.712215] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-23T20:19:23.712350] [INFO ] [sig       ] CNTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:23.855601] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNTA.txt
[2025-12-23T20:19:23.855739] [INFO ] [sig       ] [753/3557] Completed CNTA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:23.855779] [INFO ] [sig       ] [754/3557] Forecasting CNTY...
[2025-12-23T20:19:23.855809] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-23T20:19:23.855839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-23T20:19:23.867926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-23T20:19:23.868234] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-23T20:19:23.869019] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-23T20:19:23.869072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:23.869104] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:23.869132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:23.869215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:23.926017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:23.926711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:23.926788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:23.926821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:24.043790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:24.043935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:24.043973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:24.044035] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:24.048431] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-23T20:19:24.048744] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-23T20:19:24.048876] [INFO ] [sig       ] CNTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:24.191057] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNTY.txt
[2025-12-23T20:19:24.191188] [INFO ] [sig       ] [754/3557] Completed CNTY in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:24.191228] [INFO ] [sig       ] [755/3557] Forecasting CNVS...
[2025-12-23T20:19:24.191259] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-23T20:19:24.191289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-23T20:19:24.202993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-23T20:19:24.203469] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-23T20:19:24.204236] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-23T20:19:24.204288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:24.204319] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:24.204345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:24.204400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:24.260705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:24.261529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:24.261631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:24.261665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:24.391964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:24.392127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:24.392167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:24.392198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:24.395722] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-12-23T20:19:24.396098] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-23T20:19:24.396257] [INFO ] [sig       ] CNVS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:24.535381] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNVS.txt
[2025-12-23T20:19:24.535551] [INFO ] [sig       ] [755/3557] Completed CNVS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:24.535611] [INFO ] [sig       ] [756/3557] Forecasting CNX...
[2025-12-23T20:19:24.535642] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-23T20:19:24.535672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-23T20:19:24.547916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-23T20:19:24.548357] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-23T20:19:24.549244] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-23T20:19:24.549300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:24.549333] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:24.549361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:24.549419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:24.609102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:24.610095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:24.610204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:24.610666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:24.760947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:24.761134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:24.761187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:24.761226] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:24.766449] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2025-12-23T20:19:24.766950] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-23T20:19:24.767162] [INFO ] [sig       ] CNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:24.959741] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNX.txt
[2025-12-23T20:19:24.959928] [INFO ] [sig       ] [756/3557] Completed CNX in 0.4s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-23T20:19:24.959973] [INFO ] [sig       ] [757/3557] Forecasting CNXC...
[2025-12-23T20:19:24.960004] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-23T20:19:24.960036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-23T20:19:24.978028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-23T20:19:24.978594] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-23T20:19:24.979879] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-23T20:19:24.979975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:24.980015] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:24.980048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:24.980126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:25.074659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:25.075737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:25.075835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:25.075870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:25.249432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:25.249690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:25.249743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:25.249776] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:25.254835] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-23T20:19:25.255369] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-23T20:19:25.255596] [INFO ] [sig       ] CNXC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:25.463323] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CNXC.txt
[2025-12-23T20:19:25.463547] [INFO ] [sig       ] [757/3557] Completed CNXC in 0.5s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:25.463621] [INFO ] [sig       ] [758/3557] Forecasting CNXN...
[2025-12-23T20:19:25.463664] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-23T20:19:25.463702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-23T20:19:25.478648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-23T20:19:25.479159] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-23T20:19:25.480274] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-23T20:19:25.480340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:25.480382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:25.480418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:25.480494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:25.548202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:25.549391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:25.549505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:25.549546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:25.722979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:25.723172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:25.723236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:25.723286] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:25.728456] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2025-12-23T20:19:25.728918] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-23T20:19:25.729109] [INFO ] [sig       ] CNXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:25.873704] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CNXN.txt
[2025-12-23T20:19:25.873866] [INFO ] [sig       ] [758/3557] Completed CNXN in 0.4s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:25.873908] [INFO ] [sig       ] [759/3557] Forecasting COCO...
[2025-12-23T20:19:25.873940] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-23T20:19:25.873971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-23T20:19:25.886101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-23T20:19:25.886425] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-23T20:19:25.887241] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-23T20:19:25.887295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:25.887327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:25.887354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:25.887409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:25.945378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:25.946089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:25.946168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:25.946201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:26.066905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:26.067062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:26.067103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:26.067131] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:26.070496] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-23T20:19:26.070785] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-23T20:19:26.070911] [INFO ] [sig       ] COCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:26.209531] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COCO.txt
[2025-12-23T20:19:26.209676] [INFO ] [sig       ] [759/3557] Completed COCO in 0.3s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:26.209716] [INFO ] [sig       ] [760/3557] Forecasting CODA...
[2025-12-23T20:19:26.209745] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-23T20:19:26.209774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-23T20:19:26.220548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-23T20:19:26.220856] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-23T20:19:26.221629] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-23T20:19:26.221681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:26.221712] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:26.221738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:26.221794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:26.277118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:26.277801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:26.277877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:26.277910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:26.386359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:26.386481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:26.386516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:26.386543] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:26.389752] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-23T20:19:26.390013] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-23T20:19:26.390138] [INFO ] [sig       ] CODA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:26.527756] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CODA.txt
[2025-12-23T20:19:26.527881] [INFO ] [sig       ] [760/3557] Completed CODA in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:26.527919] [INFO ] [sig       ] [761/3557] Forecasting CODI...
[2025-12-23T20:19:26.527947] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-23T20:19:26.527975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-23T20:19:26.540250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-23T20:19:26.540642] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-23T20:19:26.541444] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-23T20:19:26.541508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:26.541540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:26.541567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:26.541645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:26.599787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:26.600738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:26.600858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:26.600899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:26.718396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:26.718551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:26.718610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:26.718642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:26.721964] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-23T20:19:26.722232] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-23T20:19:26.722356] [INFO ] [sig       ] CODI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:26.859557] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CODI.txt
[2025-12-23T20:19:26.859687] [INFO ] [sig       ] [761/3557] Completed CODI in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:26.859725] [INFO ] [sig       ] [762/3557] Forecasting COEP...
[2025-12-23T20:19:26.859755] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-23T20:19:26.859784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-23T20:19:26.876417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-23T20:19:26.877070] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-23T20:19:26.878369] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-23T20:19:26.878436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:26.878478] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:26.878516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:26.878622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:26.942462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:26.943772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:26.943870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:26.943905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:27.091928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:27.092180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:27.092233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:27.092269] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:27.097162] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-23T20:19:27.097633] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-23T20:19:27.097802] [INFO ] [sig       ] COEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:27.243191] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COEP.txt
[2025-12-23T20:19:27.243390] [INFO ] [sig       ] [762/3557] Completed COEP in 0.4s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:27.243435] [INFO ] [sig       ] [763/3557] Forecasting COF...
[2025-12-23T20:19:27.243465] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-23T20:19:27.243498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-23T20:19:27.257829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-23T20:19:27.258227] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-23T20:19:27.259053] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-23T20:19:27.259107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:27.259139] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:27.259164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:27.259239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:27.315920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:27.316714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:27.316795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:27.316828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:27.436523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:27.436712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:27.436754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:27.436785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:27.440274] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-23T20:19:27.440557] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-23T20:19:27.440707] [INFO ] [sig       ] COF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:27.579413] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COF.txt
[2025-12-23T20:19:27.579602] [INFO ] [sig       ] [763/3557] Completed COF in 0.3s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:27.579645] [INFO ] [sig       ] [764/3557] Forecasting COFS...
[2025-12-23T20:19:27.579675] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-23T20:19:27.579705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-23T20:19:27.591389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-23T20:19:27.591748] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-23T20:19:27.592603] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-23T20:19:27.592658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:27.592691] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:27.592720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:27.592777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:27.651054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:27.651940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:27.652022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:27.652055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:27.765584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:27.765737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:27.765777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:27.765805] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:27.769243] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-23T20:19:27.769517] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-23T20:19:27.769659] [INFO ] [sig       ] COFS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:27.910891] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COFS.txt
[2025-12-23T20:19:27.911083] [INFO ] [sig       ] [764/3557] Completed COFS in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:27.911130] [INFO ] [sig       ] [765/3557] Forecasting COIN...
[2025-12-23T20:19:27.911168] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-23T20:19:27.911207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-23T20:19:27.923757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-23T20:19:27.924138] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-23T20:19:27.925002] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-23T20:19:27.925057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:27.925088] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:27.925118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:27.925176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:27.983184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:27.984150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:27.984239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:27.984271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:28.108741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:28.108907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:28.108949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:28.108977] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:28.112504] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-12-23T20:19:28.112848] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-23T20:19:28.112990] [INFO ] [sig       ] COIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:28.258743] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COIN.txt
[2025-12-23T20:19:28.258906] [INFO ] [sig       ] [765/3557] Completed COIN in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:28.258947] [INFO ] [sig       ] [766/3557] Forecasting COKE...
[2025-12-23T20:19:28.258977] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-23T20:19:28.259010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-23T20:19:28.271434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-23T20:19:28.271727] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-23T20:19:28.272559] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-23T20:19:28.272635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:28.272670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:28.272698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:28.272755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:28.333069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:28.333696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:28.333772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:28.333803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:28.454166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:28.454326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:28.454367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:28.454395] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:28.457763] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-12-23T20:19:28.458041] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-23T20:19:28.458187] [INFO ] [sig       ] COKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:28.601834] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COKE.txt
[2025-12-23T20:19:28.602027] [INFO ] [sig       ] [766/3557] Completed COKE in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:28.602084] [INFO ] [sig       ] [767/3557] Forecasting COLB...
[2025-12-23T20:19:28.602126] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-23T20:19:28.602171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-23T20:19:28.617479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-23T20:19:28.617896] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-23T20:19:28.618944] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-23T20:19:28.619010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:28.619057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:28.619098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:28.619202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:28.702871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:28.703912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:28.704011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:28.704058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:28.829269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:28.829427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:28.829467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:28.829497] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:28.832958] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-12-23T20:19:28.833245] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-23T20:19:28.833374] [INFO ] [sig       ] COLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:28.975799] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COLB.txt
[2025-12-23T20:19:28.975956] [INFO ] [sig       ] [767/3557] Completed COLB in 0.4s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:28.975997] [INFO ] [sig       ] [768/3557] Forecasting COLD...
[2025-12-23T20:19:28.976028] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-23T20:19:28.976059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-23T20:19:28.988338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-23T20:19:28.988744] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-23T20:19:28.989533] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-23T20:19:28.989605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:28.989688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:28.989717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:28.989774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:29.045863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:29.046691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:29.046773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:29.046807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:29.164837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:29.164997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:29.165053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:29.165085] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:29.168428] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-23T20:19:29.168716] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-23T20:19:29.168838] [INFO ] [sig       ] COLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:29.310157] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COLD.txt
[2025-12-23T20:19:29.310289] [INFO ] [sig       ] [768/3557] Completed COLD in 0.3s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:29.310327] [INFO ] [sig       ] [769/3557] Forecasting COLL...
[2025-12-23T20:19:29.310356] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-23T20:19:29.310384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-23T20:19:29.322000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-23T20:19:29.322276] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-23T20:19:29.323099] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-23T20:19:29.323152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:29.323184] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:29.323211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:29.323266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:29.381360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:29.382215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:29.382299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:29.382332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:29.508839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:29.508997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:29.509038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:29.509067] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:29.512522] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2025-12-23T20:19:29.512817] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-23T20:19:29.512944] [INFO ] [sig       ] COLL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:29.654881] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COLL.txt
[2025-12-23T20:19:29.655030] [INFO ] [sig       ] [769/3557] Completed COLL in 0.3s | 2.89 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-23T20:19:29.655070] [INFO ] [sig       ] [770/3557] Forecasting COLM...
[2025-12-23T20:19:29.655101] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-23T20:19:29.655131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-23T20:19:29.666959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-23T20:19:29.667302] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-23T20:19:29.668116] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-23T20:19:29.668172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:29.668209] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:29.668236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:29.668292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:29.727378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:29.728262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:29.728344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:29.728590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:29.846076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:29.846235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:29.846274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:29.846302] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:29.849750] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-23T20:19:29.850024] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-23T20:19:29.850148] [INFO ] [sig       ] COLM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:29.989556] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COLM.txt
[2025-12-23T20:19:29.989700] [INFO ] [sig       ] [770/3557] Completed COLM in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-23T20:19:29.989739] [INFO ] [sig       ] [771/3557] Forecasting COMM...
[2025-12-23T20:19:29.989768] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-23T20:19:29.989797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-23T20:19:30.001689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-23T20:19:30.001943] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-23T20:19:30.002701] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-23T20:19:30.002753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:30.002784] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:30.002810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:30.002865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:30.059932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:30.060758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:30.060837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:30.060869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:30.179314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:30.179423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:30.179458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:30.179517] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:30.182658] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-23T20:19:30.182919] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-23T20:19:30.183038] [INFO ] [sig       ] COMM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:30.323709] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COMM.txt
[2025-12-23T20:19:30.323871] [INFO ] [sig       ] [771/3557] Completed COMM in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-23T20:19:30.323912] [INFO ] [sig       ] [772/3557] Forecasting COMP...
[2025-12-23T20:19:30.323944] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-23T20:19:30.323974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-23T20:19:30.335638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-23T20:19:30.335999] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-23T20:19:30.336809] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-23T20:19:30.336864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:30.336909] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:30.336937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:30.336995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:30.395365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:30.396143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:30.396222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:30.396255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:30.523243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:30.523615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:30.523658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:30.523687] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:30.527491] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-23T20:19:30.527788] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-23T20:19:30.527916] [INFO ] [sig       ] COMP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:30.667958] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COMP.txt
[2025-12-23T20:19:30.668086] [INFO ] [sig       ] [772/3557] Completed COMP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-23T20:19:30.668124] [INFO ] [sig       ] [773/3557] Forecasting CONL...
[2025-12-23T20:19:30.668154] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-23T20:19:30.668184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-23T20:19:30.680173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-23T20:19:30.680465] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-23T20:19:30.681245] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-23T20:19:30.681298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:30.681328] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:30.681354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:30.681411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:30.738319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:30.739155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:30.739264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:30.739298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:30.860683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:30.860846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:30.860887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:30.860917] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:30.864312] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-23T20:19:30.864622] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-23T20:19:30.864751] [INFO ] [sig       ] CONL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:31.003486] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CONL.txt
[2025-12-23T20:19:31.003704] [INFO ] [sig       ] [773/3557] Completed CONL in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-23T20:19:31.003754] [INFO ] [sig       ] [774/3557] Forecasting COO...
[2025-12-23T20:19:31.003793] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-23T20:19:31.003833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-23T20:19:31.022396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-23T20:19:31.023130] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-23T20:19:31.024277] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-23T20:19:31.024343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:31.024382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:31.024416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:31.024496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:31.091931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:31.093126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:31.093230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:31.093264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:31.218795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:31.219026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:31.219074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:31.219105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:31.223482] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-23T20:19:31.223917] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-23T20:19:31.224078] [INFO ] [sig       ] COO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:31.367225] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COO.txt
[2025-12-23T20:19:31.367372] [INFO ] [sig       ] [774/3557] Completed COO in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:31.367412] [INFO ] [sig       ] [775/3557] Forecasting COP...
[2025-12-23T20:19:31.367441] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-23T20:19:31.367469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-23T20:19:31.378842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-23T20:19:31.379154] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-23T20:19:31.379980] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-23T20:19:31.380032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:31.380063] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:31.380089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:31.380145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:31.435544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:31.436201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:31.436277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:31.436309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:31.551379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:31.551547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:31.551606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:31.551636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:31.555027] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-12-23T20:19:31.555343] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-23T20:19:31.555466] [INFO ] [sig       ] COP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:31.700106] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COP.txt
[2025-12-23T20:19:31.700292] [INFO ] [sig       ] [775/3557] Completed COP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:31.700337] [INFO ] [sig       ] [776/3557] Forecasting COPP...
[2025-12-23T20:19:31.700372] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-23T20:19:31.700402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-23T20:19:31.712103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-23T20:19:31.712467] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-23T20:19:31.713251] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-23T20:19:31.713304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:31.713335] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:31.713361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:31.713417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:31.769020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:31.769791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:31.769871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:31.769904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:31.881880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:31.882039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:31.882080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:31.882108] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:31.885475] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-23T20:19:31.885771] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-23T20:19:31.885895] [INFO ] [sig       ] COPP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:32.049673] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COPP.txt
[2025-12-23T20:19:32.049844] [INFO ] [sig       ] [776/3557] Completed COPP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:32.049884] [INFO ] [sig       ] [777/3557] Forecasting CORZ...
[2025-12-23T20:19:32.049914] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-23T20:19:32.049944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-23T20:19:32.062910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-23T20:19:32.063339] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-23T20:19:32.064202] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-23T20:19:32.064267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:32.064305] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:32.064333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:32.064390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:32.122825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:32.123767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:32.123853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:32.123885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:32.250750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:32.250931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:32.250975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:32.251004] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:32.254608] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-23T20:19:32.254885] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-23T20:19:32.255011] [INFO ] [sig       ] CORZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:32.393673] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CORZ.txt
[2025-12-23T20:19:32.393805] [INFO ] [sig       ] [777/3557] Completed CORZ in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:32.393844] [INFO ] [sig       ] [778/3557] Forecasting CORZZ...
[2025-12-23T20:19:32.393872] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-23T20:19:32.393902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-23T20:19:32.404751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-23T20:19:32.405081] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-23T20:19:32.405868] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-23T20:19:32.405921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:32.405953] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:32.405980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:32.406037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:32.461412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:32.462127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:32.462240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:32.462272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:32.571239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:32.571401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:32.571442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:32.571472] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:32.574815] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-23T20:19:32.575090] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-23T20:19:32.575216] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:32.716600] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CORZZ.txt
[2025-12-23T20:19:32.716741] [INFO ] [sig       ] [778/3557] Completed CORZZ in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:32.716781] [INFO ] [sig       ] [779/3557] Forecasting COTY...
[2025-12-23T20:19:32.716811] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-23T20:19:32.716840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-23T20:19:32.728757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-23T20:19:32.729271] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-23T20:19:32.730291] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-23T20:19:32.730360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:32.730393] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:32.730420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:32.730478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:32.788514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:32.789420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:32.789507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:32.789540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:32.911844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:32.912016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:32.912057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:32.912102] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:32.915469] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-23T20:19:32.915762] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-23T20:19:32.915892] [INFO ] [sig       ] COTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:33.061452] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COTY.txt
[2025-12-23T20:19:33.061613] [INFO ] [sig       ] [779/3557] Completed COTY in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:33.061654] [INFO ] [sig       ] [780/3557] Forecasting COWG...
[2025-12-23T20:19:33.061685] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-23T20:19:33.061714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-23T20:19:33.072600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-23T20:19:33.072947] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-23T20:19:33.073728] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-23T20:19:33.073780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:33.073812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:33.073838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:33.073894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:33.133197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:33.134154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:33.134256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:33.134291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:33.254172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:33.254332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:33.254372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:33.254400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:33.257825] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-23T20:19:33.258110] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-23T20:19:33.258242] [INFO ] [sig       ] COWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:33.398621] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/COWG.txt
[2025-12-23T20:19:33.398764] [INFO ] [sig       ] [780/3557] Completed COWG in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:33.398804] [INFO ] [sig       ] [781/3557] Forecasting COYA...
[2025-12-23T20:19:33.398835] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-23T20:19:33.398863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-23T20:19:33.410427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-23T20:19:33.410811] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-23T20:19:33.411612] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-23T20:19:33.411666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:33.411699] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:33.411725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:33.411780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:33.467540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:33.468406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:33.468494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:33.468542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:33.581815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:33.581974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:33.582015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:33.582045] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:33.585490] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-12-23T20:19:33.585784] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-23T20:19:33.585912] [INFO ] [sig       ] COYA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:33.727778] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/COYA.txt
[2025-12-23T20:19:33.727952] [INFO ] [sig       ] [781/3557] Completed COYA in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:33.727993] [INFO ] [sig       ] [782/3557] Forecasting CP...
[2025-12-23T20:19:33.728023] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-23T20:19:33.728052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-23T20:19:33.741874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-23T20:19:33.742298] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-23T20:19:33.743263] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-23T20:19:33.743319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:33.743363] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:33.743397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:33.743473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:33.806693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:33.807445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:33.807530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:33.807563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:33.943845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:33.944027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:33.944075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:33.944105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:33.948245] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-23T20:19:33.948615] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-23T20:19:33.948788] [INFO ] [sig       ] CP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:34.100792] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CP.txt
[2025-12-23T20:19:34.100933] [INFO ] [sig       ] [782/3557] Completed CP in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:34.100974] [INFO ] [sig       ] [783/3557] Forecasting CPA...
[2025-12-23T20:19:34.101004] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-23T20:19:34.101034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-23T20:19:34.113987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-23T20:19:34.114313] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-23T20:19:34.115248] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-23T20:19:34.115306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:34.115346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:34.115384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:34.115460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:34.178792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:34.179594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:34.179691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:34.179739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:34.305632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:34.305797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:34.305851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:34.305886] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:34.309565] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=62.48%)
[2025-12-23T20:19:34.309940] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-23T20:19:34.310100] [INFO ] [sig       ] CPA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:34.465144] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPA.txt
[2025-12-23T20:19:34.465292] [INFO ] [sig       ] [783/3557] Completed CPA in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:34.465333] [INFO ] [sig       ] [784/3557] Forecasting CPB...
[2025-12-23T20:19:34.465364] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-23T20:19:34.465393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-23T20:19:34.477813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-23T20:19:34.478131] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-23T20:19:34.478970] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-23T20:19:34.479024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:34.479057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:34.479083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:34.479139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:34.536538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:34.537209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:34.537300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:34.537336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:34.653279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:34.653431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:34.653471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:34.653502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:34.656950] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2025-12-23T20:19:34.657233] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-23T20:19:34.657364] [INFO ] [sig       ] CPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:34.800727] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPB.txt
[2025-12-23T20:19:34.800874] [INFO ] [sig       ] [784/3557] Completed CPB in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:34.800914] [INFO ] [sig       ] [785/3557] Forecasting CPF...
[2025-12-23T20:19:34.800944] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-23T20:19:34.800975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-23T20:19:34.812879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-23T20:19:34.813182] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-23T20:19:34.814005] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-23T20:19:34.814077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:34.814142] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:34.814171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:34.814229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:34.872469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:34.873163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:34.873250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:34.873285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:34.991232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:34.991394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:34.991433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:34.991460] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:34.994782] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-23T20:19:34.995057] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-23T20:19:34.995176] [INFO ] [sig       ] CPF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:35.188724] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPF.txt
[2025-12-23T20:19:35.188870] [INFO ] [sig       ] [785/3557] Completed CPF in 0.4s | 2.89 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:35.188908] [INFO ] [sig       ] [786/3557] Forecasting CPIX...
[2025-12-23T20:19:35.188939] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-23T20:19:35.188968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-23T20:19:35.200839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-23T20:19:35.201187] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-23T20:19:35.202040] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-23T20:19:35.202093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:35.202126] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:35.202153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:35.202211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:35.261002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:35.261766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:35.261847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:35.261879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:35.389416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:35.389565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:35.389628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:35.389659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:35.393087] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-23T20:19:35.393370] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-23T20:19:35.393500] [INFO ] [sig       ] CPIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:35.533376] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPIX.txt
[2025-12-23T20:19:35.533508] [INFO ] [sig       ] [786/3557] Completed CPIX in 0.3s | 2.89 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-23T20:19:35.533546] [INFO ] [sig       ] [787/3557] Forecasting CPK...
[2025-12-23T20:19:35.533594] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-23T20:19:35.533627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-23T20:19:35.544826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-23T20:19:35.545108] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-23T20:19:35.545888] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-23T20:19:35.545940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:35.545971] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:35.545997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:35.546053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:35.602533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:35.603279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:35.603357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:35.603390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:35.721368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:35.721523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:35.721586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:35.721617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:35.724900] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-23T20:19:35.725165] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-23T20:19:35.725286] [INFO ] [sig       ] CPK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:35.863529] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CPK.txt
[2025-12-23T20:19:35.863681] [INFO ] [sig       ] [787/3557] Completed CPK in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-23T20:19:35.863721] [INFO ] [sig       ] [788/3557] Forecasting CPNG...
[2025-12-23T20:19:35.863751] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-23T20:19:35.863781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-23T20:19:35.875269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-23T20:19:35.875546] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-23T20:19:35.876317] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-23T20:19:35.876368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:35.876400] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:35.876426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:35.876482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:35.936528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:35.937326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:35.937417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:35.937460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:36.058916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:36.059037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:36.059074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:36.059140] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:36.062668] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-23T20:19:36.062943] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-23T20:19:36.063073] [INFO ] [sig       ] CPNG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:36.201103] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPNG.txt
[2025-12-23T20:19:36.201260] [INFO ] [sig       ] [788/3557] Completed CPNG in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-23T20:19:36.201307] [INFO ] [sig       ] [789/3557] Forecasting CPRI...
[2025-12-23T20:19:36.201339] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-23T20:19:36.201369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-23T20:19:36.215792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-23T20:19:36.216171] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-23T20:19:36.217280] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-23T20:19:36.217336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:36.217368] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:36.217393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:36.217450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:36.278403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:36.279332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:36.279416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:36.279449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:36.400302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:36.400472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:36.400514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:36.400542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:36.404048] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-23T20:19:36.404327] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-23T20:19:36.404459] [INFO ] [sig       ] CPRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:36.552526] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CPRI.txt
[2025-12-23T20:19:36.552682] [INFO ] [sig       ] [789/3557] Completed CPRI in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-23T20:19:36.552721] [INFO ] [sig       ] [790/3557] Forecasting CPRX...
[2025-12-23T20:19:36.552751] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-23T20:19:36.552781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-23T20:19:36.564084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-23T20:19:36.564344] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-23T20:19:36.565122] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-23T20:19:36.565175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:36.565205] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:36.565230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:36.565286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:36.621146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:36.621739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:36.621813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:36.621845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:36.736543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:36.736650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:36.736685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:36.736712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:36.739707] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-23T20:19:36.739978] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-23T20:19:36.740096] [INFO ] [sig       ] CPRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:36.876123] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPRX.txt
[2025-12-23T20:19:36.876235] [INFO ] [sig       ] [790/3557] Completed CPRX in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-23T20:19:36.876272] [INFO ] [sig       ] [791/3557] Forecasting CPS...
[2025-12-23T20:19:36.876303] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-23T20:19:36.876334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-23T20:19:36.891625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-23T20:19:36.892091] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-23T20:19:36.893010] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-23T20:19:36.893065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:36.893097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:36.893124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:36.893180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:36.951226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:36.951971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:36.952054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:36.952086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:37.089531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:37.089754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:37.089799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:37.089830] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:37.093593] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-23T20:19:37.093905] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-23T20:19:37.094056] [INFO ] [sig       ] CPS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:37.239949] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPS.txt
[2025-12-23T20:19:37.240127] [INFO ] [sig       ] [791/3557] Completed CPS in 0.4s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:37.240168] [INFO ] [sig       ] [792/3557] Forecasting CPSH...
[2025-12-23T20:19:37.240201] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-23T20:19:37.240231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-23T20:19:37.252404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-23T20:19:37.252826] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-23T20:19:37.253622] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-23T20:19:37.253675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:37.253706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:37.253733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:37.253789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:37.312512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:37.313433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:37.313513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:37.313545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:37.439661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:37.439823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:37.439911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:37.439943] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:37.443305] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=64.65%)
[2025-12-23T20:19:37.443762] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-23T20:19:37.443886] [INFO ] [sig       ] CPSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:37.584118] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CPSH.txt
[2025-12-23T20:19:37.584284] [INFO ] [sig       ] [792/3557] Completed CPSH in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:37.584324] [INFO ] [sig       ] [793/3557] Forecasting CPSS...
[2025-12-23T20:19:37.584353] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-23T20:19:37.584387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-23T20:19:37.595827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-23T20:19:37.596159] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-23T20:19:37.596943] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-23T20:19:37.596995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:37.597026] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:37.597053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:37.597109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:37.656005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:37.656660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:37.656739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:37.656772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:37.771634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:37.771802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:37.771843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:37.771872] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:37.776685] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-12-23T20:19:37.777084] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-23T20:19:37.777241] [INFO ] [sig       ] CPSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:37.921288] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CPSS.txt
[2025-12-23T20:19:37.921442] [INFO ] [sig       ] [793/3557] Completed CPSS in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:37.921485] [INFO ] [sig       ] [794/3557] Forecasting CPZ...
[2025-12-23T20:19:37.921514] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-23T20:19:37.921544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-23T20:19:37.932819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-23T20:19:37.933131] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-23T20:19:37.933984] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-23T20:19:37.934038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:37.934070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:37.934104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:37.934191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:37.991843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:37.992524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:37.992621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:37.992656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:38.110155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:38.110303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:38.110353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:38.110389] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:38.113824] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2025-12-23T20:19:38.114122] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-23T20:19:38.114250] [INFO ] [sig       ] CPZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:38.262372] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CPZ.txt
[2025-12-23T20:19:38.262699] [INFO ] [sig       ] [794/3557] Completed CPZ in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:38.262747] [INFO ] [sig       ] [795/3557] Forecasting CQP...
[2025-12-23T20:19:38.262779] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-23T20:19:38.262817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-23T20:19:38.275768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-23T20:19:38.276109] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-23T20:19:38.276993] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-23T20:19:38.277047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:38.277086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:38.277116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:38.277178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:38.333867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:38.334560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:38.334719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:38.334757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:38.452824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:38.452993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:38.453037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:38.453069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:38.456536] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=45.49%)
[2025-12-23T20:19:38.456837] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-23T20:19:38.456965] [INFO ] [sig       ] CQP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:38.597647] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CQP.txt
[2025-12-23T20:19:38.597805] [INFO ] [sig       ] [795/3557] Completed CQP in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:38.597846] [INFO ] [sig       ] [796/3557] Forecasting CRAI...
[2025-12-23T20:19:38.597876] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-23T20:19:38.597907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-23T20:19:38.608938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-23T20:19:38.609429] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-23T20:19:38.610311] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-23T20:19:38.610374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:38.610420] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:38.610449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:38.610519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:38.669271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:38.670118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:38.670199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:38.670232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:38.789764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:38.789926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:38.789969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:38.790004] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:38.793417] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-12-23T20:19:38.793717] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-23T20:19:38.793852] [INFO ] [sig       ] CRAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:38.935282] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRAI.txt
[2025-12-23T20:19:38.935410] [INFO ] [sig       ] [796/3557] Completed CRAI in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:38.935449] [INFO ] [sig       ] [797/3557] Forecasting CRBG...
[2025-12-23T20:19:38.935478] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-23T20:19:38.935509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-23T20:19:38.946529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-23T20:19:38.946844] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-23T20:19:38.947624] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-23T20:19:38.947675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:38.947707] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:38.947733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:38.947788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:39.011114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:39.012080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:39.012164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:39.012197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:39.129402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:39.129539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:39.129597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:39.129629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:39.132996] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-23T20:19:39.133274] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-23T20:19:39.133405] [INFO ] [sig       ] CRBG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:39.273628] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRBG.txt
[2025-12-23T20:19:39.273777] [INFO ] [sig       ] [797/3557] Completed CRBG in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:39.273827] [INFO ] [sig       ] [798/3557] Forecasting CRBP...
[2025-12-23T20:19:39.273858] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-23T20:19:39.273887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-23T20:19:39.284729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-23T20:19:39.285019] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-23T20:19:39.285794] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-23T20:19:39.285855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:39.285897] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:39.285930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:39.285990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:39.341661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:39.342279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:39.342353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:39.342387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:39.461975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:39.462125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:39.462166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:39.462196] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:39.465606] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-23T20:19:39.465885] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-23T20:19:39.466014] [INFO ] [sig       ] CRBP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:39.608749] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRBP.txt
[2025-12-23T20:19:39.608906] [INFO ] [sig       ] [798/3557] Completed CRBP in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:39.608947] [INFO ] [sig       ] [799/3557] Forecasting CRC...
[2025-12-23T20:19:39.608978] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-23T20:19:39.609009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-23T20:19:39.620002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-23T20:19:39.620297] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-23T20:19:39.621072] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-23T20:19:39.621124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:39.621155] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:39.621182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:39.621237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:39.681560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:39.682435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:39.682518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:39.682551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:39.807310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:39.807465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:39.807506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:39.807538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:39.810999] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-23T20:19:39.811275] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-23T20:19:39.811407] [INFO ] [sig       ] CRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:39.954719] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRC.txt
[2025-12-23T20:19:39.954883] [INFO ] [sig       ] [799/3557] Completed CRC in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:39.954933] [INFO ] [sig       ] [800/3557] Forecasting CRDF...
[2025-12-23T20:19:39.954973] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-23T20:19:39.955018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-23T20:19:39.966924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-23T20:19:39.967245] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-23T20:19:39.968083] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-23T20:19:39.968137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:39.968169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:39.968196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:39.968252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:40.030358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:40.031205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:40.031286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:40.031319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:40.155345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:40.155499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:40.155751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:40.155781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:40.159070] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-23T20:19:40.159365] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-23T20:19:40.159494] [INFO ] [sig       ] CRDF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:40.298768] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRDF.txt
[2025-12-23T20:19:40.298897] [INFO ] [sig       ] [800/3557] Completed CRDF in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:40.298934] [INFO ] [sig       ] [801/3557] Forecasting CRDO...
[2025-12-23T20:19:40.298964] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-23T20:19:40.298992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-23T20:19:40.310389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-23T20:19:40.310705] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-23T20:19:40.311491] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-23T20:19:40.311544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:40.311597] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:40.311636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:40.311695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:40.372179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:40.372998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:40.373076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:40.373108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:40.497545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:40.497696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:40.497736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:40.497763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:40.501029] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-23T20:19:40.501299] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-23T20:19:40.501439] [INFO ] [sig       ] CRDO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:40.639272] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRDO.txt
[2025-12-23T20:19:40.639398] [INFO ] [sig       ] [801/3557] Completed CRDO in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:40.639437] [INFO ] [sig       ] [802/3557] Forecasting CRESY...
[2025-12-23T20:19:40.639466] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-23T20:19:40.639496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-23T20:19:40.650394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-23T20:19:40.650697] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-23T20:19:40.651451] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-23T20:19:40.651502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:40.651559] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:40.651604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:40.651661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:40.708017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:40.708679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:40.708754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:40.708785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:40.828769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:40.828931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:40.828972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:40.829000] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:40.832418] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-23T20:19:40.832748] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-23T20:19:40.832883] [INFO ] [sig       ] CRESY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:40.972098] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRESY.txt
[2025-12-23T20:19:40.972242] [INFO ] [sig       ] [802/3557] Completed CRESY in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-23T20:19:40.972280] [INFO ] [sig       ] [803/3557] Forecasting CREX...
[2025-12-23T20:19:40.972310] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-23T20:19:40.972338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-23T20:19:40.982784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-23T20:19:40.983098] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-23T20:19:40.983871] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-23T20:19:40.983923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:40.983954] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:40.983980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:40.984036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:41.039468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:41.040151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:41.040230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:41.040261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:41.158133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:41.158266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:41.158305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:41.158349] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:41.162200] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-12-23T20:19:41.162468] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-23T20:19:41.162612] [INFO ] [sig       ] CREX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:41.303271] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CREX.txt
[2025-12-23T20:19:41.303404] [INFO ] [sig       ] [803/3557] Completed CREX in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-23T20:19:41.303447] [INFO ] [sig       ] [804/3557] Forecasting CRGO...
[2025-12-23T20:19:41.303477] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-23T20:19:41.303505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-23T20:19:41.315060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-23T20:19:41.315352] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-23T20:19:41.316117] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-23T20:19:41.316169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:41.316200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:41.316227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:41.316282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:41.375564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:41.376347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:41.376427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:41.376460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:41.500698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:41.500830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:41.500870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:41.500898] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:41.504181] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-12-23T20:19:41.504454] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-23T20:19:41.504592] [INFO ] [sig       ] CRGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:41.644373] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRGO.txt
[2025-12-23T20:19:41.644532] [INFO ] [sig       ] [804/3557] Completed CRGO in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-23T20:19:41.644595] [INFO ] [sig       ] [805/3557] Forecasting CRGY...
[2025-12-23T20:19:41.644627] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-23T20:19:41.644656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-23T20:19:41.656282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-23T20:19:41.656632] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-23T20:19:41.657795] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-23T20:19:41.657850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:41.657882] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:41.657910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:41.657967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:41.716926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:41.717849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:41.717947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:41.717981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:41.843295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:41.843452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:41.843493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:41.843561] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:41.848452] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-23T20:19:41.848810] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-23T20:19:41.848954] [INFO ] [sig       ] CRGY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:41.994509] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRGY.txt
[2025-12-23T20:19:41.994673] [INFO ] [sig       ] [805/3557] Completed CRGY in 0.4s | 2.90 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-23T20:19:41.994715] [INFO ] [sig       ] [806/3557] Forecasting CRH...
[2025-12-23T20:19:41.994746] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-23T20:19:41.994776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-23T20:19:42.006497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-23T20:19:42.006885] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-23T20:19:42.007841] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-23T20:19:42.007899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:42.007943] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:42.007997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:42.008062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:42.065996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:42.066821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:42.066905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:42.066937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:42.193356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:42.193510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:42.193551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:42.193599] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:42.197045] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-23T20:19:42.197323] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-23T20:19:42.197454] [INFO ] [sig       ] CRH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:42.336488] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRH.txt
[2025-12-23T20:19:42.336645] [INFO ] [sig       ] [806/3557] Completed CRH in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-23T20:19:42.336686] [INFO ] [sig       ] [807/3557] Forecasting CRI...
[2025-12-23T20:19:42.336718] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-23T20:19:42.336747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-23T20:19:42.347724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-23T20:19:42.348060] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-23T20:19:42.348889] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-23T20:19:42.348943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:42.348976] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:42.349016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:42.349075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:42.407187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:42.408097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:42.408198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:42.408232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:42.533246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:42.533397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:42.533437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:42.533467] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:42.537049] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-23T20:19:42.537353] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-23T20:19:42.537484] [INFO ] [sig       ] CRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:42.688662] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRI.txt
[2025-12-23T20:19:42.688805] [INFO ] [sig       ] [807/3557] Completed CRI in 0.4s | 2.90 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-23T20:19:42.688844] [INFO ] [sig       ] [808/3557] Forecasting CRIS...
[2025-12-23T20:19:42.688874] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-23T20:19:42.688905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-23T20:19:42.699950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-23T20:19:42.700281] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-23T20:19:42.701120] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-23T20:19:42.701173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:42.701204] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:42.701230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:42.701285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:42.758050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:42.758846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:42.758929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:42.758963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:42.879237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:42.879406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:42.879457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:42.879488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:42.882909] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-23T20:19:42.883187] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-23T20:19:42.883314] [INFO ] [sig       ] CRIS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:43.024487] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRIS.txt
[2025-12-23T20:19:43.024667] [INFO ] [sig       ] [808/3557] Completed CRIS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:43.024710] [INFO ] [sig       ] [809/3557] Forecasting CRK...
[2025-12-23T20:19:43.024741] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-23T20:19:43.024771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-23T20:19:43.036202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-23T20:19:43.036596] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-23T20:19:43.037415] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-23T20:19:43.037470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:43.037503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:43.037530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:43.037613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:43.096274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:43.097106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:43.097189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:43.097223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:43.218249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:43.218413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:43.218473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:43.218505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:43.221941] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-23T20:19:43.222226] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-23T20:19:43.222359] [INFO ] [sig       ] CRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:43.361334] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRK.txt
[2025-12-23T20:19:43.361479] [INFO ] [sig       ] [809/3557] Completed CRK in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:43.361520] [INFO ] [sig       ] [810/3557] Forecasting CRL...
[2025-12-23T20:19:43.361551] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-23T20:19:43.361601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-23T20:19:43.372799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-23T20:19:43.373103] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-23T20:19:43.373881] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-23T20:19:43.373934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:43.373965] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:43.373992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:43.374047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:43.431885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:43.432662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:43.432742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:43.432777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:43.557501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:43.557670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:43.557710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:43.557739] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:43.561101] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-23T20:19:43.561370] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-23T20:19:43.561501] [INFO ] [sig       ] CRL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:43.698930] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRL.txt
[2025-12-23T20:19:43.699063] [INFO ] [sig       ] [810/3557] Completed CRL in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:43.699102] [INFO ] [sig       ] [811/3557] Forecasting CRM...
[2025-12-23T20:19:43.699132] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-23T20:19:43.699170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-23T20:19:43.711280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-23T20:19:43.711628] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-23T20:19:43.712409] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-23T20:19:43.712463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:43.712494] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:43.712521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:43.712602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:43.770533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:43.771414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:43.771497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:43.771530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:43.888807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:43.888956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:43.888995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:43.889023] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:43.892351] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-12-23T20:19:43.892639] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-23T20:19:43.892762] [INFO ] [sig       ] CRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:44.034410] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRM.txt
[2025-12-23T20:19:44.034606] [INFO ] [sig       ] [811/3557] Completed CRM in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:44.034650] [INFO ] [sig       ] [812/3557] Forecasting CRMD...
[2025-12-23T20:19:44.034680] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-23T20:19:44.034710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-23T20:19:44.046088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-23T20:19:44.046437] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-23T20:19:44.047229] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-23T20:19:44.047281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:44.047312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:44.047339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:44.047395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:44.105562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:44.106457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:44.106619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:44.106672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:44.228468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:44.228641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:44.228681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:44.228710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:44.232064] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-23T20:19:44.232348] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-23T20:19:44.232481] [INFO ] [sig       ] CRMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:44.369988] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRMD.txt
[2025-12-23T20:19:44.370127] [INFO ] [sig       ] [812/3557] Completed CRMD in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:44.370166] [INFO ] [sig       ] [813/3557] Forecasting CRML...
[2025-12-23T20:19:44.370197] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-23T20:19:44.370226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-23T20:19:44.381097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-23T20:19:44.381406] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-23T20:19:44.382181] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-23T20:19:44.382233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:44.382264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:44.382291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:44.382346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:44.441812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:44.442686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:44.442769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:44.442802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:44.561263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:44.561401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:44.561441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:44.561470] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:44.564787] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-23T20:19:44.565053] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-23T20:19:44.565178] [INFO ] [sig       ] CRML: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:44.704025] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRML.txt
[2025-12-23T20:19:44.704157] [INFO ] [sig       ] [813/3557] Completed CRML in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:44.704196] [INFO ] [sig       ] [814/3557] Forecasting CRNC...
[2025-12-23T20:19:44.704226] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-23T20:19:44.704255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-23T20:19:44.715504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-23T20:19:44.715824] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-23T20:19:44.716618] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-23T20:19:44.716672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:44.716704] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:44.716731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:44.716790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:44.776366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:44.777166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:44.777246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:44.777280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:44.898001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:44.898159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:44.898208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:44.898238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:44.902013] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-23T20:19:44.902317] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-23T20:19:44.902457] [INFO ] [sig       ] CRNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:45.044164] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRNC.txt
[2025-12-23T20:19:45.044295] [INFO ] [sig       ] [814/3557] Completed CRNC in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:45.044333] [INFO ] [sig       ] [815/3557] Forecasting CRNX...
[2025-12-23T20:19:45.044362] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-23T20:19:45.044393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-23T20:19:45.055716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-23T20:19:45.056064] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-23T20:19:45.056913] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-23T20:19:45.056977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:45.057024] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:45.057065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:45.057149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:45.114995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:45.115822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:45.115901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:45.115935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:45.237230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:45.237380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:45.237420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:45.237449] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:45.240979] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-23T20:19:45.241436] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-23T20:19:45.241561] [INFO ] [sig       ] CRNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:45.381691] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRNX.txt
[2025-12-23T20:19:45.381882] [INFO ] [sig       ] [815/3557] Completed CRNX in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:45.381940] [INFO ] [sig       ] [816/3557] Forecasting CRON...
[2025-12-23T20:19:45.381983] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-23T20:19:45.382026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-23T20:19:45.393515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-23T20:19:45.393844] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-23T20:19:45.394666] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-23T20:19:45.394720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:45.394754] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:45.394780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:45.394837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:45.453481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:45.454165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:45.454242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:45.454275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:45.576529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:45.576694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:45.576734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:45.576762] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:45.580060] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-23T20:19:45.580328] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-23T20:19:45.580449] [INFO ] [sig       ] CRON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:45.721125] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRON.txt
[2025-12-23T20:19:45.721250] [INFO ] [sig       ] [816/3557] Completed CRON in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:45.721290] [INFO ] [sig       ] [817/3557] Forecasting CROX...
[2025-12-23T20:19:45.721319] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-23T20:19:45.721348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-23T20:19:45.733027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-23T20:19:45.733338] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-23T20:19:45.734178] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-23T20:19:45.734230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:45.734263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:45.734289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:45.734345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:45.791858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:45.792680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:45.792761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:45.792795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:45.910992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:45.911140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:45.911178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:45.911205] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:45.914516] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-23T20:19:45.914806] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-23T20:19:45.914927] [INFO ] [sig       ] CROX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:46.057987] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CROX.txt
[2025-12-23T20:19:46.058119] [INFO ] [sig       ] [817/3557] Completed CROX in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:46.058158] [INFO ] [sig       ] [818/3557] Forecasting CRS...
[2025-12-23T20:19:46.058187] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-23T20:19:46.058216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-23T20:19:46.068970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-23T20:19:46.069289] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-23T20:19:46.070052] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-23T20:19:46.070104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:46.070136] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:46.070163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:46.070229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:46.127719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:46.128422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:46.128500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:46.128534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:46.248097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:46.248247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:46.248286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:46.248317] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:46.251738] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-12-23T20:19:46.252011] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-23T20:19:46.252139] [INFO ] [sig       ] CRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:46.393489] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRS.txt
[2025-12-23T20:19:46.393658] [INFO ] [sig       ] [818/3557] Completed CRS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:46.393699] [INFO ] [sig       ] [819/3557] Forecasting CRSP...
[2025-12-23T20:19:46.393730] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-23T20:19:46.393758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-23T20:19:46.405205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-23T20:19:46.405486] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-23T20:19:46.406272] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-23T20:19:46.406324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:46.406399] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:46.406427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:46.406483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:46.462881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:46.463623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:46.463728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:46.463762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:46.585079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:46.585230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:46.585275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:46.585306] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:46.588761] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=54.33%)
[2025-12-23T20:19:46.589042] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-23T20:19:46.589165] [INFO ] [sig       ] CRSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:46.726445] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRSP.txt
[2025-12-23T20:19:46.726586] [INFO ] [sig       ] [819/3557] Completed CRSP in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-23T20:19:46.726629] [INFO ] [sig       ] [820/3557] Forecasting CRTO...
[2025-12-23T20:19:46.726659] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-23T20:19:46.726689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-23T20:19:46.737767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-23T20:19:46.738074] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-23T20:19:46.738866] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-23T20:19:46.738929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:46.738962] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:46.738988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:46.739044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:46.794859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:46.795484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:46.795560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:46.795609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:46.916947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:46.917102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:46.917142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:46.917170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:46.920478] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-23T20:19:46.920762] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-23T20:19:46.920884] [INFO ] [sig       ] CRTO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:47.059119] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRTO.txt
[2025-12-23T20:19:47.059274] [INFO ] [sig       ] [820/3557] Completed CRTO in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:47.059317] [INFO ] [sig       ] [821/3557] Forecasting CRUS...
[2025-12-23T20:19:47.059349] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-23T20:19:47.059379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-23T20:19:47.070654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-23T20:19:47.070962] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-23T20:19:47.071759] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-23T20:19:47.071813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:47.071846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:47.071874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:47.071931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:47.129701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:47.130344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:47.130424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:47.130457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:47.253493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:47.253838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:47.253877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:47.253905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:47.257471] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-23T20:19:47.257943] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-23T20:19:47.258067] [INFO ] [sig       ] CRUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:47.395871] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRUS.txt
[2025-12-23T20:19:47.396039] [INFO ] [sig       ] [821/3557] Completed CRUS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:47.396080] [INFO ] [sig       ] [822/3557] Forecasting CRVL...
[2025-12-23T20:19:47.396108] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-23T20:19:47.396138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-23T20:19:47.407863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-23T20:19:47.408231] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-23T20:19:47.409051] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-23T20:19:47.409105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:47.409137] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:47.409164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:47.409252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:47.465043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:47.465886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:47.465970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:47.466002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:47.597077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:47.597239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:47.597281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:47.597348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:47.600865] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-23T20:19:47.601147] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-23T20:19:47.601275] [INFO ] [sig       ] CRVL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:47.739939] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRVL.txt
[2025-12-23T20:19:47.740102] [INFO ] [sig       ] [822/3557] Completed CRVL in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:47.740142] [INFO ] [sig       ] [823/3557] Forecasting CRVO...
[2025-12-23T20:19:47.740172] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-23T20:19:47.740202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-23T20:19:47.751458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-23T20:19:47.751817] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-23T20:19:47.752566] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-23T20:19:47.752638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:47.752669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:47.752695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:47.752750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:47.810549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:47.811613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:47.811698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:47.811732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:47.934266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:47.934419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:47.934461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:47.934491] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:47.937953] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-23T20:19:47.938230] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-23T20:19:47.938363] [INFO ] [sig       ] CRVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:48.081469] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRVO.txt
[2025-12-23T20:19:48.081656] [INFO ] [sig       ] [823/3557] Completed CRVO in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:48.081700] [INFO ] [sig       ] [824/3557] Forecasting CRVS...
[2025-12-23T20:19:48.081731] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-23T20:19:48.081760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-23T20:19:48.093185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-23T20:19:48.093498] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-23T20:19:48.094299] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-23T20:19:48.094351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:48.094382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:48.094408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:48.094464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:48.150415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:48.151266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:48.151351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:48.151383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:48.274062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:48.274221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:48.274262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:48.274291] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:48.277623] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-23T20:19:48.277933] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-23T20:19:48.278096] [INFO ] [sig       ] CRVS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:48.416682] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CRVS.txt
[2025-12-23T20:19:48.416844] [INFO ] [sig       ] [824/3557] Completed CRVS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:48.416884] [INFO ] [sig       ] [825/3557] Forecasting CRWD...
[2025-12-23T20:19:48.416915] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-23T20:19:48.416945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-23T20:19:48.428643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-23T20:19:48.429018] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-23T20:19:48.429856] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-23T20:19:48.429910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:48.429942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:48.429968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:48.430024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:48.486441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:48.487247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:48.487334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:48.487365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:48.607727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:48.607890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:48.607954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:48.607983] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:48.611707] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-12-23T20:19:48.612179] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-23T20:19:48.612302] [INFO ] [sig       ] CRWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:48.752221] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRWD.txt
[2025-12-23T20:19:48.752355] [INFO ] [sig       ] [825/3557] Completed CRWD in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-23T20:19:48.752393] [INFO ] [sig       ] [826/3557] Forecasting CRWS...
[2025-12-23T20:19:48.752423] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-23T20:19:48.752451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-23T20:19:48.762485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-23T20:19:48.762789] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-23T20:19:48.763525] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-23T20:19:48.763606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:48.763640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:48.763667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:48.763726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:48.820804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:48.821846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:48.821924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:48.821956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:48.933918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:48.934098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:48.934144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:48.934174] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:48.937624] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-23T20:19:48.937905] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-23T20:19:48.938035] [INFO ] [sig       ] CRWS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:49.077157] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CRWS.txt
[2025-12-23T20:19:49.077281] [INFO ] [sig       ] [826/3557] Completed CRWS in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:49.077320] [INFO ] [sig       ] [827/3557] Forecasting CSAN...
[2025-12-23T20:19:49.077350] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-23T20:19:49.077379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-23T20:19:49.088518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-23T20:19:49.088829] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-23T20:19:49.089636] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-23T20:19:49.089699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:49.089736] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:49.089762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:49.089817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:49.145843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:49.146434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:49.146510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:49.146541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:49.264535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:49.264724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:49.264767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:49.264795] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:49.268412] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-23T20:19:49.268694] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-23T20:19:49.268820] [INFO ] [sig       ] CSAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:49.407270] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CSAN.txt
[2025-12-23T20:19:49.407380] [INFO ] [sig       ] [827/3557] Completed CSAN in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:49.407418] [INFO ] [sig       ] [828/3557] Forecasting CSB...
[2025-12-23T20:19:49.407446] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-23T20:19:49.407475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-23T20:19:49.418081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-23T20:19:49.418379] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-23T20:19:49.419147] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-23T20:19:49.419219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:49.419253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:49.419280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:49.419336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:49.475687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:49.476277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:49.476352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:49.476384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:49.588160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:49.588267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:49.588302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:49.588330] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:49.591454] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-23T20:19:49.591766] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-23T20:19:49.591888] [INFO ] [sig       ] CSB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:49.733690] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSB.txt
[2025-12-23T20:19:49.733839] [INFO ] [sig       ] [828/3557] Completed CSB in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:49.733879] [INFO ] [sig       ] [829/3557] Forecasting CSCO...
[2025-12-23T20:19:49.733908] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-23T20:19:49.733936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-23T20:19:49.745950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-23T20:19:49.746271] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-23T20:19:49.747115] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-23T20:19:49.747169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:49.747201] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:49.747229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:49.747284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:49.802778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:49.803688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:49.803799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:49.803832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:49.924222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:49.924377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:49.924418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:49.924447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:49.927795] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-23T20:19:49.928085] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-23T20:19:49.928213] [INFO ] [sig       ] CSCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:50.070886] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSCO.txt
[2025-12-23T20:19:50.071243] [INFO ] [sig       ] [829/3557] Completed CSCO in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:50.071284] [INFO ] [sig       ] [830/3557] Forecasting CSGP...
[2025-12-23T20:19:50.071314] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-23T20:19:50.071343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-23T20:19:50.084090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-23T20:19:50.084442] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-23T20:19:50.085249] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-23T20:19:50.085302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:50.085334] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:50.085362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:50.085420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:50.144397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:50.145247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:50.145329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:50.145361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:50.263967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:50.264120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:50.264164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:50.264194] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:50.267545] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-23T20:19:50.267870] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-23T20:19:50.268147] [INFO ] [sig       ] CSGP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:50.407038] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSGP.txt
[2025-12-23T20:19:50.407177] [INFO ] [sig       ] [830/3557] Completed CSGP in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:50.407216] [INFO ] [sig       ] [831/3557] Forecasting CSGS...
[2025-12-23T20:19:50.407245] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-23T20:19:50.407275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-23T20:19:50.418090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-23T20:19:50.418388] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-23T20:19:50.419336] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-23T20:19:50.419388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:50.419428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:50.419455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:50.419510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:50.475341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:50.475957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:50.476033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:50.476065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:50.599374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:50.599679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:50.599722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:50.599750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:50.603180] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-23T20:19:50.603458] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-23T20:19:50.603606] [INFO ] [sig       ] CSGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:50.742285] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSGS.txt
[2025-12-23T20:19:50.742433] [INFO ] [sig       ] [831/3557] Completed CSGS in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:50.742474] [INFO ] [sig       ] [832/3557] Forecasting CSIQ...
[2025-12-23T20:19:50.742505] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-23T20:19:50.742535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-23T20:19:50.753683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-23T20:19:50.754048] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-23T20:19:50.754895] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-23T20:19:50.754949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:50.754983] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:50.755010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:50.755068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:50.810914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:50.811660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:50.811738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:50.811770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:50.936174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:50.936308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:50.936346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:50.936374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:50.939615] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-23T20:19:50.939909] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-23T20:19:50.940031] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:51.077753] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSIQ.txt
[2025-12-23T20:19:51.077901] [INFO ] [sig       ] [832/3557] Completed CSIQ in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:51.077941] [INFO ] [sig       ] [833/3557] Forecasting CSPI...
[2025-12-23T20:19:51.077971] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-23T20:19:51.078000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-23T20:19:51.088718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-23T20:19:51.089023] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-23T20:19:51.089951] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-23T20:19:51.090003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:51.090035] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:51.090061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:51.090117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:51.145388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:51.146265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:51.146349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:51.146382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:51.257824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:51.257941] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:19:51.257981] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:51.258009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:51.261368] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-23T20:19:51.261672] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-23T20:19:51.261814] [INFO ] [sig       ] CSPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:51.403188] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CSPI.txt
[2025-12-23T20:19:51.403323] [INFO ] [sig       ] [833/3557] Completed CSPI in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:51.403362] [INFO ] [sig       ] [834/3557] Forecasting CSQ...
[2025-12-23T20:19:51.403391] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-23T20:19:51.403421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-23T20:19:51.415074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-23T20:19:51.415365] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-23T20:19:51.416174] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-23T20:19:51.416226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:51.416257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:51.416284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:51.416340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:51.475493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:51.476231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:51.476310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:51.476344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:51.593286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:51.593408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:51.593448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:51.593476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:51.596990] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-12-23T20:19:51.597269] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-23T20:19:51.597395] [INFO ] [sig       ] CSQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:51.737914] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CSQ.txt
[2025-12-23T20:19:51.738047] [INFO ] [sig       ] [834/3557] Completed CSQ in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:51.738091] [INFO ] [sig       ] [835/3557] Forecasting CSTL...
[2025-12-23T20:19:51.738122] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-23T20:19:51.738151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-23T20:19:51.749145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-23T20:19:51.749453] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-23T20:19:51.750259] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-23T20:19:51.750310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:51.750341] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:51.750366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:51.750421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:51.806356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:51.807006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:51.807081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:51.807112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:51.932808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:51.932963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:51.933003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:51.933032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:51.936305] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-23T20:19:51.936590] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-23T20:19:51.936712] [INFO ] [sig       ] CSTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:52.074547] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CSTL.txt
[2025-12-23T20:19:52.074688] [INFO ] [sig       ] [835/3557] Completed CSTL in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-23T20:19:52.074727] [INFO ] [sig       ] [836/3557] Forecasting CSTM...
[2025-12-23T20:19:52.074756] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-23T20:19:52.074785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-23T20:19:52.086165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-23T20:19:52.086492] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-23T20:19:52.087328] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-23T20:19:52.087383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:52.087441] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:52.087470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:52.087527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:52.145368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:52.146218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:52.146300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:52.146333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:52.267910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:52.268052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:52.268092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:52.268122] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:52.271543] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-23T20:19:52.271836] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-23T20:19:52.271981] [INFO ] [sig       ] CSTM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:52.411706] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSTM.txt
[2025-12-23T20:19:52.411825] [INFO ] [sig       ] [836/3557] Completed CSTM in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:52.411862] [INFO ] [sig       ] [837/3557] Forecasting CSWC...
[2025-12-23T20:19:52.411891] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-23T20:19:52.411920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-23T20:19:52.422912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-23T20:19:52.423200] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-23T20:19:52.423970] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-23T20:19:52.424021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:52.424052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:52.424078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:52.424133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:52.484274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:52.484990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:52.485064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:52.485095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:52.605644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:52.605784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:52.605825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:52.605853] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:52.609152] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-23T20:19:52.609463] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-23T20:19:52.609608] [INFO ] [sig       ] CSWC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:52.747510] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CSWC.txt
[2025-12-23T20:19:52.747656] [INFO ] [sig       ] [837/3557] Completed CSWC in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:52.747697] [INFO ] [sig       ] [838/3557] Forecasting CSX...
[2025-12-23T20:19:52.747726] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-23T20:19:52.747756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-23T20:19:52.758739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-23T20:19:52.759031] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-23T20:19:52.759831] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-23T20:19:52.759884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:52.759915] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:52.759940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:52.759995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:52.817169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:52.817815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:52.817889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:52.817921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:52.941080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:52.941237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:52.941279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:52.941326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:52.944858] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2025-12-23T20:19:52.945166] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-23T20:19:52.945304] [INFO ] [sig       ] CSX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:53.086274] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CSX.txt
[2025-12-23T20:19:53.086416] [INFO ] [sig       ] [838/3557] Completed CSX in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:53.086462] [INFO ] [sig       ] [839/3557] Forecasting CTAS...
[2025-12-23T20:19:53.086494] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-23T20:19:53.086526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-23T20:19:53.097729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-23T20:19:53.098183] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-23T20:19:53.098954] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-23T20:19:53.099006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:53.099036] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:53.099062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:53.099117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:53.155414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:53.156171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:53.156249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:53.156280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:53.269419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:53.269562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:53.269618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:53.269677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:53.273031] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-23T20:19:53.273304] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-23T20:19:53.273428] [INFO ] [sig       ] CTAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:53.414034] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTAS.txt
[2025-12-23T20:19:53.414201] [INFO ] [sig       ] [839/3557] Completed CTAS in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:53.414241] [INFO ] [sig       ] [840/3557] Forecasting CTBB...
[2025-12-23T20:19:53.414271] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-23T20:19:53.414302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-23T20:19:53.425566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-23T20:19:53.425832] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-23T20:19:53.426611] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-23T20:19:53.426662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:53.426693] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:53.426719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:53.426775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:53.483465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:53.484062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:53.484148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:53.484180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:53.598429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:53.598542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:53.598595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:53.598625] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:53.604953] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-23T20:19:53.605239] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-23T20:19:53.605366] [INFO ] [sig       ] CTBB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:53.743404] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTBB.txt
[2025-12-23T20:19:53.743527] [INFO ] [sig       ] [840/3557] Completed CTBB in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:53.743565] [INFO ] [sig       ] [841/3557] Forecasting CTBI...
[2025-12-23T20:19:53.743623] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-23T20:19:53.743672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-23T20:19:53.755706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-23T20:19:53.756057] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-23T20:19:53.756916] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-23T20:19:53.756971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:53.757003] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:53.757031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:53.757091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:53.812783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:53.813432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:53.813510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:53.813542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:53.935914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:53.936075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:53.936117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:53.936147] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:53.939667] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-23T20:19:53.939954] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-23T20:19:53.940109] [INFO ] [sig       ] CTBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:54.100959] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTBI.txt
[2025-12-23T20:19:54.101175] [INFO ] [sig       ] [841/3557] Completed CTBI in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:54.101243] [INFO ] [sig       ] [842/3557] Forecasting CTDD...
[2025-12-23T20:19:54.101296] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-23T20:19:54.101351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-23T20:19:54.115133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-23T20:19:54.115542] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-23T20:19:54.116400] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-23T20:19:54.116455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:54.116501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:54.116530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:54.116605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:54.176742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:54.177534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:54.177653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:54.177690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:54.291798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:54.291955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:54.291996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:54.292023] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:54.295784] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-12-23T20:19:54.296232] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-23T20:19:54.296360] [INFO ] [sig       ] CTDD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:54.433848] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTDD.txt
[2025-12-23T20:19:54.434002] [INFO ] [sig       ] [842/3557] Completed CTDD in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:54.434042] [INFO ] [sig       ] [843/3557] Forecasting CTKB...
[2025-12-23T20:19:54.434072] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-23T20:19:54.434102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-23T20:19:54.445502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-23T20:19:54.445895] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-23T20:19:54.446688] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-23T20:19:54.446746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:54.446778] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:54.446806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:54.446862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:54.501888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:54.502684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:54.502774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:54.502805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:54.620197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:54.620360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:54.620403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:54.620432] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:54.623908] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-23T20:19:54.624217] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-23T20:19:54.624356] [INFO ] [sig       ] CTKB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:54.766597] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTKB.txt
[2025-12-23T20:19:54.766756] [INFO ] [sig       ] [843/3557] Completed CTKB in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-23T20:19:54.766797] [INFO ] [sig       ] [844/3557] Forecasting CTLP...
[2025-12-23T20:19:54.766828] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-23T20:19:54.766857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-23T20:19:54.779593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-23T20:19:54.779883] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-23T20:19:54.780646] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-23T20:19:54.780698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:54.780729] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:54.780755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:54.780810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:54.836346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:54.837021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:54.837104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:54.837135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:54.952181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:54.952336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:54.952377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:54.952405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:54.955701] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-23T20:19:54.955984] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-23T20:19:54.956104] [INFO ] [sig       ] CTLP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:55.097180] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTLP.txt
[2025-12-23T20:19:55.097322] [INFO ] [sig       ] [844/3557] Completed CTLP in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:55.097362] [INFO ] [sig       ] [845/3557] Forecasting CTMX...
[2025-12-23T20:19:55.097392] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-23T20:19:55.097422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-23T20:19:55.109486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-23T20:19:55.109838] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-23T20:19:55.110633] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-23T20:19:55.110685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:55.110717] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:55.110746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:55.110806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:55.167424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:55.168050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:55.168124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:55.168156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:55.289221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:55.289369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:55.289410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:55.289438] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:55.292761] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=42.30%)
[2025-12-23T20:19:55.293033] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-23T20:19:55.293156] [INFO ] [sig       ] CTMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:55.432736] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTMX.txt
[2025-12-23T20:19:55.432872] [INFO ] [sig       ] [845/3557] Completed CTMX in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:55.432910] [INFO ] [sig       ] [846/3557] Forecasting CTNM...
[2025-12-23T20:19:55.432946] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-23T20:19:55.432976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-23T20:19:55.443941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-23T20:19:55.444214] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-23T20:19:55.444977] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-23T20:19:55.445028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:55.445058] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:55.445084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:55.445140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:55.501653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:55.502349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:55.502456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:55.502489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:55.625031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:55.625185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:55.625228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:55.625258] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:55.628760] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-23T20:19:55.629055] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-23T20:19:55.629215] [INFO ] [sig       ] CTNM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:55.769484] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTNM.txt
[2025-12-23T20:19:55.769651] [INFO ] [sig       ] [846/3557] Completed CTNM in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:55.769695] [INFO ] [sig       ] [847/3557] Forecasting CTO...
[2025-12-23T20:19:55.769726] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-23T20:19:55.769758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-23T20:19:55.781648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-23T20:19:55.781979] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-23T20:19:55.782803] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-23T20:19:55.782858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:55.782890] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:55.782919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:55.782976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:55.839612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:55.840427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:55.840509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:55.840544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:55.961493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:55.961674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:55.961718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:55.961747] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:55.965195] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-12-23T20:19:55.965496] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-23T20:19:55.965648] [INFO ] [sig       ] CTO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:56.107326] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTO.txt
[2025-12-23T20:19:56.107480] [INFO ] [sig       ] [847/3557] Completed CTO in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:56.107522] [INFO ] [sig       ] [848/3557] Forecasting CTRA...
[2025-12-23T20:19:56.107552] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-23T20:19:56.107604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-23T20:19:56.118843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-23T20:19:56.119232] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-23T20:19:56.120112] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-23T20:19:56.120168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:56.120200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:56.120227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:56.120283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:56.182057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:56.182917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:56.183003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:56.183037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:56.303021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:56.303177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:56.303218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:56.303249] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:56.306699] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-23T20:19:56.307010] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-23T20:19:56.307147] [INFO ] [sig       ] CTRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:56.458132] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTRA.txt
[2025-12-23T20:19:56.458300] [INFO ] [sig       ] [848/3557] Completed CTRA in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:56.458341] [INFO ] [sig       ] [849/3557] Forecasting CTRE...
[2025-12-23T20:19:56.458371] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-23T20:19:56.458401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-23T20:19:56.474781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-23T20:19:56.475207] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-23T20:19:56.476473] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-23T20:19:56.476549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:56.476627] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:56.476678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:56.476776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:56.542527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:56.543402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:56.543485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:56.543518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:56.664529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:56.664699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:56.664741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:56.664785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:56.668126] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-23T20:19:56.668395] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-23T20:19:56.668517] [INFO ] [sig       ] CTRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:56.807566] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTRE.txt
[2025-12-23T20:19:56.807742] [INFO ] [sig       ] [849/3557] Completed CTRE in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:56.807784] [INFO ] [sig       ] [850/3557] Forecasting CTRM...
[2025-12-23T20:19:56.807814] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-23T20:19:56.807844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-23T20:19:56.819035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-23T20:19:56.819415] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-23T20:19:56.820274] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-23T20:19:56.820329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:56.820362] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:56.820389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:56.820447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:56.878883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:56.879845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:56.879957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:56.879999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:56.999268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:56.999421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:56.999461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:56.999489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:57.002840] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-23T20:19:57.003114] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-23T20:19:57.003237] [INFO ] [sig       ] CTRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:57.144379] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTRM.txt
[2025-12-23T20:19:57.144549] [INFO ] [sig       ] [850/3557] Completed CTRM in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:57.144615] [INFO ] [sig       ] [851/3557] Forecasting CTRN...
[2025-12-23T20:19:57.144648] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-23T20:19:57.144678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-23T20:19:57.156154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-23T20:19:57.156545] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-23T20:19:57.157418] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-23T20:19:57.157476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:57.157509] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:57.157537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:57.157612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:57.216132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:57.217029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:57.217116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:57.217165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:57.340756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:57.340954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:57.340996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:57.341026] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:57.344495] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-12-23T20:19:57.344811] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-23T20:19:57.344949] [INFO ] [sig       ] CTRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:57.485955] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTRN.txt
[2025-12-23T20:19:57.486114] [INFO ] [sig       ] [851/3557] Completed CTRN in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-23T20:19:57.486154] [INFO ] [sig       ] [852/3557] Forecasting CTS...
[2025-12-23T20:19:57.486183] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-23T20:19:57.486215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-23T20:19:57.497619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-23T20:19:57.497968] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-23T20:19:57.498777] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-23T20:19:57.498830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:57.498863] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:57.498890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:57.498945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:57.556950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:57.557789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:57.557874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:57.557909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:57.676887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:57.677034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:57.677076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:57.677107] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:57.680563] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-23T20:19:57.680886] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-23T20:19:57.681022] [INFO ] [sig       ] CTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:57.820136] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTS.txt
[2025-12-23T20:19:57.820299] [INFO ] [sig       ] [852/3557] Completed CTS in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:57.820339] [INFO ] [sig       ] [853/3557] Forecasting CTSH...
[2025-12-23T20:19:57.820371] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-23T20:19:57.820402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-23T20:19:57.831721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-23T20:19:57.832087] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-23T20:19:57.832921] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-23T20:19:57.832977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:57.833036] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:57.833065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:57.833135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:57.890745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:57.891593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:57.891677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:57.891711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:58.012025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:58.012171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:58.012211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:58.012241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:58.015612] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-23T20:19:58.015959] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-23T20:19:58.016133] [INFO ] [sig       ] CTSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:58.163180] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CTSH.txt
[2025-12-23T20:19:58.163338] [INFO ] [sig       ] [853/3557] Completed CTSH in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:58.163378] [INFO ] [sig       ] [854/3557] Forecasting CTVA...
[2025-12-23T20:19:58.163408] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-23T20:19:58.163438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-23T20:19:58.175149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-23T20:19:58.175528] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-23T20:19:58.176337] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-23T20:19:58.176390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:58.176422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:58.176448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:58.176503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:58.234953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:58.235700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:58.235779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:58.235812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:58.359328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:58.359475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:58.359516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:58.359546] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:58.362935] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-23T20:19:58.363208] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-23T20:19:58.363332] [INFO ] [sig       ] CTVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:58.509969] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CTVA.txt
[2025-12-23T20:19:58.510107] [INFO ] [sig       ] [854/3557] Completed CTVA in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:58.510146] [INFO ] [sig       ] [855/3557] Forecasting CUBE...
[2025-12-23T20:19:58.510177] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-23T20:19:58.510209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-23T20:19:58.521610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-23T20:19:58.521909] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-23T20:19:58.522717] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-23T20:19:58.522790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:58.522827] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:58.522857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:58.522914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:58.581723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:58.582465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:58.582545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:58.582596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:58.701527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:58.701693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:58.701733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:58.701762] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:58.705150] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-23T20:19:58.705419] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-23T20:19:58.705544] [INFO ] [sig       ] CUBE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:19:58.842703] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CUBE.txt
[2025-12-23T20:19:58.842834] [INFO ] [sig       ] [855/3557] Completed CUBE in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:58.842872] [INFO ] [sig       ] [856/3557] Forecasting CUBI...
[2025-12-23T20:19:58.842900] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-23T20:19:58.842931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-23T20:19:58.853985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-23T20:19:58.854260] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-23T20:19:58.855035] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-23T20:19:58.855086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:58.855118] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:58.855144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:58.855200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:58.911028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:58.911886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:58.911967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:58.912000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:59.032272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:59.032430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:59.032470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:59.032531] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:59.035850] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-23T20:19:59.036117] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-23T20:19:59.036243] [INFO ] [sig       ] CUBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:59.173186] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CUBI.txt
[2025-12-23T20:19:59.173312] [INFO ] [sig       ] [856/3557] Completed CUBI in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:59.173350] [INFO ] [sig       ] [857/3557] Forecasting CUK...
[2025-12-23T20:19:59.173378] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-23T20:19:59.173408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-23T20:19:59.184914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-23T20:19:59.185204] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-23T20:19:59.185965] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-23T20:19:59.186016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:59.186047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:59.186073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:59.186128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:59.241455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:59.242106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:59.242183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:59.242213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:59.367036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:59.367225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:59.367272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:59.367301] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:59.370707] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-23T20:19:59.370982] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-23T20:19:59.371104] [INFO ] [sig       ] CUK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:59.508095] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CUK.txt
[2025-12-23T20:19:59.508223] [INFO ] [sig       ] [857/3557] Completed CUK in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:59.508261] [INFO ] [sig       ] [858/3557] Forecasting CULP...
[2025-12-23T20:19:59.508289] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-23T20:19:59.508319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-23T20:19:59.518864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-23T20:19:59.519161] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-23T20:19:59.519950] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-23T20:19:59.520001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:59.520033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:59.520059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:59.520115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:59.575568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:59.576214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:59.576289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:59.576321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:19:59.676516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:19:59.676668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:19:59.676706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:19:59.676736] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:19:59.679992] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=22.10%)
[2025-12-23T20:19:59.680254] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-23T20:19:59.680380] [INFO ] [sig       ] CULP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:19:59.818401] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CULP.txt
[2025-12-23T20:19:59.818542] [INFO ] [sig       ] [858/3557] Completed CULP in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:19:59.818600] [INFO ] [sig       ] [859/3557] Forecasting CURI...
[2025-12-23T20:19:59.818631] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-23T20:19:59.818662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-23T20:19:59.829850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-23T20:19:59.830154] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-23T20:19:59.830959] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-23T20:19:59.831015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:19:59.831046] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:19:59.831072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:19:59.831127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:19:59.886221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:19:59.886972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:19:59.887050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:19:59.887082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:00.005518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:00.005701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:00.005741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:00.005769] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:00.009140] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-23T20:20:00.009444] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-23T20:20:00.009590] [INFO ] [sig       ] CURI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:00.147291] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CURI.txt
[2025-12-23T20:20:00.147434] [INFO ] [sig       ] [859/3557] Completed CURI in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:20:00.147474] [INFO ] [sig       ] [860/3557] Forecasting CUZ...
[2025-12-23T20:20:00.147503] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-23T20:20:00.147534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-23T20:20:00.158881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-23T20:20:00.159174] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-23T20:20:00.159973] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-23T20:20:00.160024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:00.160056] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:00.160082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:00.160137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:00.215022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:00.215811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:00.215889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:00.215920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:00.343398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:00.343565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:00.343628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:00.343659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:00.347391] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-23T20:20:00.347778] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-23T20:20:00.347922] [INFO ] [sig       ] CUZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:00.506843] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CUZ.txt
[2025-12-23T20:20:00.507034] [INFO ] [sig       ] [860/3557] Completed CUZ in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:20:00.507084] [INFO ] [sig       ] [861/3557] Forecasting CVAC...
[2025-12-23T20:20:00.507115] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-23T20:20:00.507147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-23T20:20:00.518806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-23T20:20:00.519154] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-23T20:20:00.519998] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-23T20:20:00.520050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:00.520082] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:00.520108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:00.520162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:00.575677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:00.576484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:00.576565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:00.576618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:00.693842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:00.693969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:00.694007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:00.694035] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:00.697277] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-23T20:20:00.697550] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-23T20:20:00.697693] [INFO ] [sig       ] CVAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:00.836428] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVAC.txt
[2025-12-23T20:20:00.836598] [INFO ] [sig       ] [861/3557] Completed CVAC in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-23T20:20:00.836639] [INFO ] [sig       ] [862/3557] Forecasting CVBF...
[2025-12-23T20:20:00.836669] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-23T20:20:00.836699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-23T20:20:00.852563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-23T20:20:00.853068] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-23T20:20:00.854197] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-23T20:20:00.854270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:00.854318] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:00.854360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:00.854448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:00.917359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:00.918204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:00.918288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:00.918321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:01.038691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:01.038850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:01.038891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:01.038921] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:01.042378] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-23T20:20:01.042683] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-23T20:20:01.042816] [INFO ] [sig       ] CVBF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:01.193884] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVBF.txt
[2025-12-23T20:20:01.194054] [INFO ] [sig       ] [862/3557] Completed CVBF in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:01.194095] [INFO ] [sig       ] [863/3557] Forecasting CVCO...
[2025-12-23T20:20:01.194127] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-23T20:20:01.194156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-23T20:20:01.205914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-23T20:20:01.206255] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-23T20:20:01.207063] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-23T20:20:01.207116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:01.207148] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:01.207175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:01.207232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:01.262974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:01.263826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:01.263934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:01.263968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:01.384663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:01.384786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:01.384826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:01.384854] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:01.388338] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-23T20:20:01.388695] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-23T20:20:01.388842] [INFO ] [sig       ] CVCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:01.539139] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVCO.txt
[2025-12-23T20:20:01.539547] [INFO ] [sig       ] [863/3557] Completed CVCO in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:01.539606] [INFO ] [sig       ] [864/3557] Forecasting CVE...
[2025-12-23T20:20:01.539641] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-23T20:20:01.539671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-23T20:20:01.552749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-23T20:20:01.553330] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-23T20:20:01.554348] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-23T20:20:01.554403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:01.554435] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:01.554467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:01.554537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:01.614395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:01.615272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:01.615357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:01.615389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:01.748302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:01.748463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:01.748503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:01.748533] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:01.752308] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-23T20:20:01.752709] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-23T20:20:01.752853] [INFO ] [sig       ] CVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:01.902640] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVE.txt
[2025-12-23T20:20:01.902824] [INFO ] [sig       ] [864/3557] Completed CVE in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:01.902867] [INFO ] [sig       ] [865/3557] Forecasting CVEO...
[2025-12-23T20:20:01.902898] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-23T20:20:01.902930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-23T20:20:01.914524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-23T20:20:01.914942] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-23T20:20:01.915733] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-23T20:20:01.915784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:01.915816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:01.915842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:01.915898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:01.973419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:01.974309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:01.974390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:01.974422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:02.101689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:02.101854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:02.101895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:02.101923] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:02.105814] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-23T20:20:02.106156] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-23T20:20:02.106294] [INFO ] [sig       ] CVEO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:02.255118] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CVEO.txt
[2025-12-23T20:20:02.255290] [INFO ] [sig       ] [865/3557] Completed CVEO in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:02.255331] [INFO ] [sig       ] [866/3557] Forecasting CVGI...
[2025-12-23T20:20:02.255362] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-23T20:20:02.255392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-23T20:20:02.268136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-23T20:20:02.268532] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-23T20:20:02.269569] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-23T20:20:02.269650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:02.269683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:02.269709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:02.269764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:02.328341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:02.329318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:02.329401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:02.329433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:02.457865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:02.458026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:02.458066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:02.458095] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:02.461813] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-23T20:20:02.462107] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-23T20:20:02.462234] [INFO ] [sig       ] CVGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:02.605472] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CVGI.txt
[2025-12-23T20:20:02.605653] [INFO ] [sig       ] [866/3557] Completed CVGI in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:02.605696] [INFO ] [sig       ] [867/3557] Forecasting CVI...
[2025-12-23T20:20:02.605727] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-23T20:20:02.605756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-23T20:20:02.688698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-23T20:20:02.689033] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-23T20:20:02.689871] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-23T20:20:02.689925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:02.689956] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:02.689982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:02.690037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:02.746475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:02.747378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:02.747466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:02.747501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:02.871720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:02.871885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:02.871943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:02.871984] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:02.875851] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-23T20:20:02.876147] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-23T20:20:02.876281] [INFO ] [sig       ] CVI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:03.037722] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CVI.txt
[2025-12-23T20:20:03.037888] [INFO ] [sig       ] [867/3557] Completed CVI in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:03.037937] [INFO ] [sig       ] [868/3557] Forecasting CVKD...
[2025-12-23T20:20:03.037978] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-23T20:20:03.038021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-23T20:20:03.049986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-23T20:20:03.050336] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-23T20:20:03.051183] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-23T20:20:03.051238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:03.051270] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:03.051297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:03.051367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:03.115615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:03.116508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:03.116612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:03.116648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:03.249207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:03.249372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:03.249413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:03.249447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:03.253367] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-12-23T20:20:03.253678] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-23T20:20:03.253815] [INFO ] [sig       ] CVKD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:03.404318] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVKD.txt
[2025-12-23T20:20:03.404481] [INFO ] [sig       ] [868/3557] Completed CVKD in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:03.404522] [INFO ] [sig       ] [869/3557] Forecasting CVNA...
[2025-12-23T20:20:03.404554] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-23T20:20:03.404605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-23T20:20:03.416105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-23T20:20:03.416476] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-23T20:20:03.417299] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-23T20:20:03.417354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:03.417387] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:03.417415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:03.417472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:03.476662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:03.477550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:03.477667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:03.477705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:03.608104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:03.608272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:03.608313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:03.608344] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:03.612215] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-12-23T20:20:03.612644] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-23T20:20:03.612810] [INFO ] [sig       ] CVNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:03.758111] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVNA.txt
[2025-12-23T20:20:03.758240] [INFO ] [sig       ] [869/3557] Completed CVNA in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-23T20:20:03.758296] [INFO ] [sig       ] [870/3557] Forecasting CVRX...
[2025-12-23T20:20:03.758328] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-23T20:20:03.758358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-23T20:20:03.769545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-23T20:20:03.769868] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-23T20:20:03.770665] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-23T20:20:03.770718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:03.770776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:03.770804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:03.770860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:03.832194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:03.833201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:03.833308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:03.833357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:03.954392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:03.954552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:03.954609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:03.954638] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:03.957989] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-23T20:20:03.958272] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-23T20:20:03.958398] [INFO ] [sig       ] CVRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:04.095548] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CVRX.txt
[2025-12-23T20:20:04.095730] [INFO ] [sig       ] [870/3557] Completed CVRX in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:04.095777] [INFO ] [sig       ] [871/3557] Forecasting CVS...
[2025-12-23T20:20:04.095809] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-23T20:20:04.095840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-23T20:20:04.106861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-23T20:20:04.107204] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-23T20:20:04.108044] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-23T20:20:04.108099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:04.108133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:04.108161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:04.108217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:04.163930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:04.164822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:04.164910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:04.164943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:04.289894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:04.290052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:04.290092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:04.290121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:04.293481] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-23T20:20:04.293782] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-23T20:20:04.293950] [INFO ] [sig       ] CVS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:04.437746] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CVS.txt
[2025-12-23T20:20:04.437895] [INFO ] [sig       ] [871/3557] Completed CVS in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:04.437935] [INFO ] [sig       ] [872/3557] Forecasting CVX...
[2025-12-23T20:20:04.437966] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-23T20:20:04.437995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-23T20:20:04.449250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-23T20:20:04.449620] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-23T20:20:04.450393] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-23T20:20:04.450446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:04.450477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:04.450503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:04.450557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:04.505840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:04.506587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:04.506666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:04.506698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:04.630218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:04.630380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:04.630422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:04.630451] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:04.633865] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2025-12-23T20:20:04.634154] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-23T20:20:04.634286] [INFO ] [sig       ] CVX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:04.772428] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CVX.txt
[2025-12-23T20:20:04.772567] [INFO ] [sig       ] [872/3557] Completed CVX in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:04.772626] [INFO ] [sig       ] [873/3557] Forecasting CWAN...
[2025-12-23T20:20:04.772656] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-23T20:20:04.772685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-23T20:20:04.783452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-23T20:20:04.783779] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-23T20:20:04.784654] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-23T20:20:04.784706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:04.784736] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:04.784762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:04.784816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:04.842052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:04.842881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:04.842963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:04.842997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:04.964477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:04.964655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:04.964715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:04.964799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:04.969154] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-23T20:20:04.969528] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-23T20:20:04.969723] [INFO ] [sig       ] CWAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:05.111070] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CWAN.txt
[2025-12-23T20:20:05.111224] [INFO ] [sig       ] [873/3557] Completed CWAN in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:05.111264] [INFO ] [sig       ] [874/3557] Forecasting CWBC...
[2025-12-23T20:20:05.111294] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-23T20:20:05.111324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-23T20:20:05.122507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-23T20:20:05.122893] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-23T20:20:05.123679] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-23T20:20:05.123732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:05.123763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:05.123789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:05.123845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:05.179421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:05.180270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:05.180349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:05.180382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:05.301053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:05.301192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:05.301232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:05.301261] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:05.304640] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-23T20:20:05.304914] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-23T20:20:05.305063] [INFO ] [sig       ] CWBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:05.442056] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CWBC.txt
[2025-12-23T20:20:05.442200] [INFO ] [sig       ] [874/3557] Completed CWBC in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:05.442242] [INFO ] [sig       ] [875/3557] Forecasting CWCO...
[2025-12-23T20:20:05.442274] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-23T20:20:05.442304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-23T20:20:05.453846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-23T20:20:05.454157] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-23T20:20:05.454942] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-23T20:20:05.454998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:05.455033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:05.455061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:05.455121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:05.510590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:05.511225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:05.511314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:05.511347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:05.630082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:05.630354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:05.630401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:05.630433] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:05.634074] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-23T20:20:05.634357] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-23T20:20:05.634508] [INFO ] [sig       ] CWCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:05.772538] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CWCO.txt
[2025-12-23T20:20:05.772711] [INFO ] [sig       ] [875/3557] Completed CWCO in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:05.772760] [INFO ] [sig       ] [876/3557] Forecasting CWD...
[2025-12-23T20:20:05.772796] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-23T20:20:05.772828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-23T20:20:05.784336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-23T20:20:05.784766] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-23T20:20:05.785599] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-23T20:20:05.785655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:05.785688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:05.785715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:05.785770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:05.843657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:05.844501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:05.844600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:05.844637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:05.951055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:05.951210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:05.951252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:05.951281] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:05.954718] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-23T20:20:05.954999] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-23T20:20:05.955129] [INFO ] [sig       ] CWD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:06.096462] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CWD.txt
[2025-12-23T20:20:06.096630] [INFO ] [sig       ] [876/3557] Completed CWD in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:06.096671] [INFO ] [sig       ] [877/3557] Forecasting CWEN...
[2025-12-23T20:20:06.096701] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-23T20:20:06.096730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-23T20:20:06.107387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-23T20:20:06.107688] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-23T20:20:06.108446] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-23T20:20:06.108498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:06.108539] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:06.108589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:06.108650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:06.163864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:06.164509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:06.164601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:06.164635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:06.284548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:06.284717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:06.284757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:06.284786] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:06.288081] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-23T20:20:06.288360] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-23T20:20:06.288483] [INFO ] [sig       ] CWEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:06.429644] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CWEN.txt
[2025-12-23T20:20:06.429773] [INFO ] [sig       ] [877/3557] Completed CWEN in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:06.429812] [INFO ] [sig       ] [878/3557] Forecasting CWH...
[2025-12-23T20:20:06.429841] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-23T20:20:06.429871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-23T20:20:06.440749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-23T20:20:06.441035] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-23T20:20:06.441842] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-23T20:20:06.441895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:06.441926] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:06.441954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:06.442022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:06.498292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:06.498988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:06.499093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:06.499128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:06.616161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:06.616285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:06.616324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:06.616353] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:06.619787] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=80.69%)
[2025-12-23T20:20:06.620070] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-23T20:20:06.620210] [INFO ] [sig       ] CWH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:06.758394] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CWH.txt
[2025-12-23T20:20:06.758552] [INFO ] [sig       ] [878/3557] Completed CWH in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-23T20:20:06.758615] [INFO ] [sig       ] [879/3557] Forecasting CWK...
[2025-12-23T20:20:06.758647] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-23T20:20:06.758676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-23T20:20:06.770885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-23T20:20:06.771305] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-23T20:20:06.772172] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-23T20:20:06.772234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:06.772271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:06.772306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:06.772364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:06.828086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:06.828931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:06.829012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:06.829045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:06.946329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:06.946468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:06.946512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:06.946541] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:06.949992] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-23T20:20:06.950269] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-23T20:20:06.950395] [INFO ] [sig       ] CWK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:07.089644] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CWK.txt
[2025-12-23T20:20:07.089789] [INFO ] [sig       ] [879/3557] Completed CWK in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:07.089829] [INFO ] [sig       ] [880/3557] Forecasting CXDO...
[2025-12-23T20:20:07.089861] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-23T20:20:07.089893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-23T20:20:07.100506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-23T20:20:07.100805] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-23T20:20:07.101550] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-23T20:20:07.101619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:07.101651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:07.101678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:07.101734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:07.157263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:07.157879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:07.157983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:07.158016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:07.269637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:07.269782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:07.269820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:07.269850] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:07.273133] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-23T20:20:07.273400] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-23T20:20:07.273522] [INFO ] [sig       ] CXDO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:07.410681] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CXDO.txt
[2025-12-23T20:20:07.410823] [INFO ] [sig       ] [880/3557] Completed CXDO in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:07.410863] [INFO ] [sig       ] [881/3557] Forecasting CXE...
[2025-12-23T20:20:07.410893] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-23T20:20:07.410928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-23T20:20:07.421773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-23T20:20:07.422114] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-23T20:20:07.422965] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-23T20:20:07.423019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:07.423053] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:07.423082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:07.423140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:07.480778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:07.481650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:07.481736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:07.481770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:07.595513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:07.595666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:07.595706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:07.595735] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:07.599268] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-23T20:20:07.599547] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-23T20:20:07.599717] [INFO ] [sig       ] CXE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:07.741785] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CXE.txt
[2025-12-23T20:20:07.741922] [INFO ] [sig       ] [881/3557] Completed CXE in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:07.741961] [INFO ] [sig       ] [882/3557] Forecasting CXSE...
[2025-12-23T20:20:07.741990] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-23T20:20:07.742019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-23T20:20:07.752378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-23T20:20:07.752734] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-23T20:20:07.753480] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-23T20:20:07.753532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:07.753563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:07.753626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:07.753693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:07.811520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:07.812265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:07.812345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:07.812378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:07.920687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:07.920836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:07.920875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:07.920903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:07.924193] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-23T20:20:07.924459] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-23T20:20:07.924599] [INFO ] [sig       ] CXSE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:08.062033] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CXSE.txt
[2025-12-23T20:20:08.062171] [INFO ] [sig       ] [882/3557] Completed CXSE in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:08.062210] [INFO ] [sig       ] [883/3557] Forecasting CYD...
[2025-12-23T20:20:08.062239] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-23T20:20:08.062268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-23T20:20:08.073155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-23T20:20:08.073425] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-23T20:20:08.074213] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-23T20:20:08.074265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:08.074296] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:08.074323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:08.074380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:08.129686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:08.130318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:08.130394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:08.130426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:08.248166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:08.248308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:08.248346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:08.248375] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:08.255500] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-23T20:20:08.255805] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-23T20:20:08.255940] [INFO ] [sig       ] CYD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:08.393833] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CYD.txt
[2025-12-23T20:20:08.393996] [INFO ] [sig       ] [883/3557] Completed CYD in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:08.394037] [INFO ] [sig       ] [884/3557] Forecasting CYH...
[2025-12-23T20:20:08.394067] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-23T20:20:08.394098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-23T20:20:08.404880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-23T20:20:08.405176] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-23T20:20:08.405955] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-23T20:20:08.406007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:08.406038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:08.406063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:08.406118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:08.462366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:08.463179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:08.463258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:08.463291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:08.582511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:08.582688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:08.582728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:08.582756] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:08.586097] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-23T20:20:08.586387] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-23T20:20:08.586518] [INFO ] [sig       ] CYH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:08.728343] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CYH.txt
[2025-12-23T20:20:08.728510] [INFO ] [sig       ] [884/3557] Completed CYH in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-23T20:20:08.728553] [INFO ] [sig       ] [885/3557] Forecasting CYN...
[2025-12-23T20:20:08.728603] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-23T20:20:08.728637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-23T20:20:08.739892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-23T20:20:08.740185] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-23T20:20:08.740953] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-23T20:20:08.741004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:08.741035] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:08.741062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:08.741117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:08.796044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:08.796774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:08.796852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:08.796884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:08.912006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:08.912166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:08.912207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:08.912234] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:08.915698] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-23T20:20:08.916009] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-23T20:20:08.916150] [INFO ] [sig       ] CYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:09.056002] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CYN.txt
[2025-12-23T20:20:09.056162] [INFO ] [sig       ] [885/3557] Completed CYN in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:09.056203] [INFO ] [sig       ] [886/3557] Forecasting CYRX...
[2025-12-23T20:20:09.056233] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-23T20:20:09.056264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-23T20:20:09.067229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-23T20:20:09.067507] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-23T20:20:09.068280] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-23T20:20:09.068332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:09.068364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:09.068391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:09.068446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:09.125494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:09.126331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:09.126415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:09.126447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:09.248009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:09.248163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:09.248202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:09.248231] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:09.251541] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-12-23T20:20:09.251830] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-23T20:20:09.251953] [INFO ] [sig       ] CYRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:09.391503] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CYRX.txt
[2025-12-23T20:20:09.391682] [INFO ] [sig       ] [886/3557] Completed CYRX in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:09.391725] [INFO ] [sig       ] [887/3557] Forecasting CYTK...
[2025-12-23T20:20:09.391756] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-23T20:20:09.391786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-23T20:20:09.402949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-23T20:20:09.403309] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-23T20:20:09.404098] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-23T20:20:09.404152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:09.404208] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:09.404236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:09.404291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:09.459880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:09.460737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:09.460819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:09.460851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:09.582133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:09.582289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:09.582329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:09.582357] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:09.585739] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-23T20:20:09.586024] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-23T20:20:09.586157] [INFO ] [sig       ] CYTK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:09.725722] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CYTK.txt
[2025-12-23T20:20:09.725886] [INFO ] [sig       ] [887/3557] Completed CYTK in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:09.725928] [INFO ] [sig       ] [888/3557] Forecasting CZFS...
[2025-12-23T20:20:09.725959] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-23T20:20:09.725988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-23T20:20:09.735981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-23T20:20:09.736389] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-23T20:20:09.737214] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-23T20:20:09.737267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:09.737299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:09.737326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:09.737413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:09.794052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:09.794897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:09.794979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:09.795010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:09.895003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:09.895160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:09.895200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:09.895229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:09.898590] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=64.67%)
[2025-12-23T20:20:09.898856] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-23T20:20:09.898988] [INFO ] [sig       ] CZFS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:10.040252] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CZFS.txt
[2025-12-23T20:20:10.040409] [INFO ] [sig       ] [888/3557] Completed CZFS in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:10.040449] [INFO ] [sig       ] [889/3557] Forecasting CZNC...
[2025-12-23T20:20:10.040480] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-23T20:20:10.040509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-23T20:20:10.051792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-23T20:20:10.052195] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-23T20:20:10.053003] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-23T20:20:10.053065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:10.053105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:10.053138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:10.053206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:10.109298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:10.110158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:10.110239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:10.110271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:10.230523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:10.230695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:10.230735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:10.230764] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:10.234116] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-23T20:20:10.234393] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-23T20:20:10.234520] [INFO ] [sig       ] CZNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:10.372261] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/CZNC.txt
[2025-12-23T20:20:10.372393] [INFO ] [sig       ] [889/3557] Completed CZNC in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:10.372433] [INFO ] [sig       ] [890/3557] Forecasting CZWI...
[2025-12-23T20:20:10.372463] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-23T20:20:10.372493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-23T20:20:10.383500] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CZWI'.
[2025-12-23T20:20:10.383826] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-23T20:20:10.384600] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-23T20:20:10.384663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:10.384695] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:10.384721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:10.384777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:10.442131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:10.442879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:10.442960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:10.442993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:10.553641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:10.553802] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:20:10.553846] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:10.553910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:10.557896] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-23T20:20:10.558204] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-23T20:20:10.558353] [INFO ] [sig       ] CZWI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:10.703702] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/CZWI.txt
[2025-12-23T20:20:10.703846] [INFO ] [sig       ] [890/3557] Completed CZWI in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:10.703887] [INFO ] [sig       ] [891/3557] Forecasting DAIO...
[2025-12-23T20:20:10.703918] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-23T20:20:10.703948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-23T20:20:10.715146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-23T20:20:10.715544] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-23T20:20:10.716366] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-23T20:20:10.716421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:10.716453] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:10.716480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:10.716536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:10.772219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:10.772829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:10.772907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:10.772940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:10.878975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:10.879139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:10.879179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:10.879237] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:10.882739] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-23T20:20:10.883026] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-23T20:20:10.883165] [INFO ] [sig       ] DAIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:11.028350] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAIO.txt
[2025-12-23T20:20:11.028478] [INFO ] [sig       ] [891/3557] Completed DAIO in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:11.028518] [INFO ] [sig       ] [892/3557] Forecasting DAL...
[2025-12-23T20:20:11.028549] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-23T20:20:11.028598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-23T20:20:11.039809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-23T20:20:11.040088] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-23T20:20:11.040862] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-23T20:20:11.040913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:11.040944] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:11.040971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:11.041028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:11.097679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:11.098269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:11.098344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:11.098377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:11.220945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:11.221099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:11.221144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:11.221175] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:11.224570] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-23T20:20:11.224875] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-23T20:20:11.225007] [INFO ] [sig       ] DAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:11.369033] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DAL.txt
[2025-12-23T20:20:11.369236] [INFO ] [sig       ] [892/3557] Completed DAL in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:11.369285] [INFO ] [sig       ] [893/3557] Forecasting DAN...
[2025-12-23T20:20:11.369317] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-23T20:20:11.369350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-23T20:20:11.380553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-23T20:20:11.380879] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-23T20:20:11.381668] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-23T20:20:11.381720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:11.381752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:11.381779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:11.381835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:11.438564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:11.439423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:11.439506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:11.439538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:11.562883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:11.563037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:11.563077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:11.563105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:11.566494] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-23T20:20:11.566781] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-23T20:20:11.566913] [INFO ] [sig       ] DAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:11.704976] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAN.txt
[2025-12-23T20:20:11.705127] [INFO ] [sig       ] [893/3557] Completed DAN in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:11.705178] [INFO ] [sig       ] [894/3557] Forecasting DAO...
[2025-12-23T20:20:11.705208] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-23T20:20:11.705237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-23T20:20:11.715684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-23T20:20:11.715962] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-23T20:20:11.716737] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-23T20:20:11.716789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:11.716819] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:11.716844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:11.716899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:11.773149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:11.773882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:11.773960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:11.773992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:11.894391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:11.894509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:11.894548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:11.894594] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:11.897898] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-12-23T20:20:11.898165] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-23T20:20:11.898287] [INFO ] [sig       ] DAO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:12.038290] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAO.txt
[2025-12-23T20:20:12.038445] [INFO ] [sig       ] [894/3557] Completed DAO in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:12.038509] [INFO ] [sig       ] [895/3557] Forecasting DAPP...
[2025-12-23T20:20:12.038541] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-23T20:20:12.038587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-23T20:20:12.050069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-23T20:20:12.050352] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-23T20:20:12.051126] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-23T20:20:12.051180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:12.051211] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:12.051237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:12.051293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:12.106818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:12.107399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:12.107472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:12.107503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:12.228000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:12.228106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:12.228141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:12.228168] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:12.231343] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-23T20:20:12.231637] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-23T20:20:12.231759] [INFO ] [sig       ] DAPP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:12.370108] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DAPP.txt
[2025-12-23T20:20:12.370250] [INFO ] [sig       ] [895/3557] Completed DAPP in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:12.370305] [INFO ] [sig       ] [896/3557] Forecasting DARE...
[2025-12-23T20:20:12.370336] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-23T20:20:12.370364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-23T20:20:12.381493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-23T20:20:12.381801] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-23T20:20:12.382541] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-23T20:20:12.382618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:12.382650] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:12.382677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:12.382733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:12.438796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:12.439425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:12.439502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:12.439533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:12.550847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:12.550975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:12.551016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:12.551043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:12.554253] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-23T20:20:12.554516] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-23T20:20:12.554654] [INFO ] [sig       ] DARE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:12.701818] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DARE.txt
[2025-12-23T20:20:12.701946] [INFO ] [sig       ] [896/3557] Completed DARE in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-23T20:20:12.701984] [INFO ] [sig       ] [897/3557] Forecasting DASH...
[2025-12-23T20:20:12.702014] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-23T20:20:12.702042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-23T20:20:12.713995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-23T20:20:12.714295] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-23T20:20:12.715058] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-23T20:20:12.715110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:12.715141] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:12.715168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:12.715224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:12.771179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:12.771778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:12.771877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:12.771909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:12.891548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:12.891682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:12.891738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:12.891767] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:12.894976] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-23T20:20:12.895240] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-23T20:20:12.895365] [INFO ] [sig       ] DASH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:13.033328] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DASH.txt
[2025-12-23T20:20:13.033488] [INFO ] [sig       ] [897/3557] Completed DASH in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-23T20:20:13.033529] [INFO ] [sig       ] [898/3557] Forecasting DAVA...
[2025-12-23T20:20:13.033561] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-23T20:20:13.033615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-23T20:20:13.045146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-23T20:20:13.045537] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-23T20:20:13.046339] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-23T20:20:13.046392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:13.046425] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:13.046453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:13.046509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:13.104353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:13.105211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:13.105295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:13.105328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:13.228959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:13.229115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:13.229161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:13.229239] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:13.232720] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-23T20:20:13.233014] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-23T20:20:13.233145] [INFO ] [sig       ] DAVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:13.371562] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAVA.txt
[2025-12-23T20:20:13.371739] [INFO ] [sig       ] [898/3557] Completed DAVA in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-23T20:20:13.371780] [INFO ] [sig       ] [899/3557] Forecasting DAVE...
[2025-12-23T20:20:13.371813] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-23T20:20:13.371842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-23T20:20:13.383473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-23T20:20:13.383829] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-23T20:20:13.384622] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-23T20:20:13.384674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:13.384706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:13.384733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:13.384792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:13.441852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:13.442738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:13.442830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:13.442864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:13.569864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:13.570037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:13.570079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:13.570108] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:13.574866] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-23T20:20:13.575301] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-23T20:20:13.575536] [INFO ] [sig       ] DAVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:13.715625] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAVE.txt
[2025-12-23T20:20:13.715754] [INFO ] [sig       ] [899/3557] Completed DAVE in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-23T20:20:13.715802] [INFO ] [sig       ] [900/3557] Forecasting DAWN...
[2025-12-23T20:20:13.715834] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-23T20:20:13.715863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-23T20:20:13.727237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-23T20:20:13.727533] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-23T20:20:13.728326] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-23T20:20:13.728379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:13.728411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:13.728437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:13.728494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:13.786188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:13.787021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:13.787098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:13.787132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:13.907686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:13.907841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:13.907881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:13.907911] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:13.911375] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-23T20:20:13.911730] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-23T20:20:13.911866] [INFO ] [sig       ] DAWN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:14.054167] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DAWN.txt
[2025-12-23T20:20:14.054549] [INFO ] [sig       ] [900/3557] Completed DAWN in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-23T20:20:14.054629] [INFO ] [sig       ] [901/3557] Forecasting DB...
[2025-12-23T20:20:14.054673] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-23T20:20:14.054704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-23T20:20:14.066658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-23T20:20:14.067052] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-23T20:20:14.067887] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-23T20:20:14.067941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:14.067987] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:14.068016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:14.068077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:14.128347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:14.129279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:14.129374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:14.129407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:14.258196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:14.258343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:14.258383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:14.258411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:14.261751] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-23T20:20:14.262019] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-23T20:20:14.262141] [INFO ] [sig       ] DB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:14.399215] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DB.txt
[2025-12-23T20:20:14.399345] [INFO ] [sig       ] [901/3557] Completed DB in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:14.399383] [INFO ] [sig       ] [902/3557] Forecasting DBI...
[2025-12-23T20:20:14.399411] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-23T20:20:14.399441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-23T20:20:14.410413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-23T20:20:14.410743] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-23T20:20:14.411520] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-23T20:20:14.411594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:14.411634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:14.411663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:14.411720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:14.468191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:14.468823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:14.468897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:14.468927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:14.585134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:14.585272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:14.585311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:14.585339] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:14.588677] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-23T20:20:14.588947] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-23T20:20:14.589091] [INFO ] [sig       ] DBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:14.727435] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DBI.txt
[2025-12-23T20:20:14.727614] [INFO ] [sig       ] [902/3557] Completed DBI in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:14.727679] [INFO ] [sig       ] [903/3557] Forecasting DBL...
[2025-12-23T20:20:14.727711] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-23T20:20:14.727741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-23T20:20:14.739053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-23T20:20:14.739465] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-23T20:20:14.740271] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-23T20:20:14.740324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:14.740356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:14.740382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:14.740438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:14.797134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:14.798000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:14.798086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:14.798119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:14.915600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:14.915755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:14.915794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:14.915823] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:14.919310] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-23T20:20:14.919642] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-23T20:20:14.919779] [INFO ] [sig       ] DBL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:15.060243] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DBL.txt
[2025-12-23T20:20:15.060400] [INFO ] [sig       ] [903/3557] Completed DBL in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:15.060441] [INFO ] [sig       ] [904/3557] Forecasting DBRG...
[2025-12-23T20:20:15.060471] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-23T20:20:15.060502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-23T20:20:15.072218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-23T20:20:15.072603] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-23T20:20:15.073391] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-23T20:20:15.073444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:15.073503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:15.073533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:15.073620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:15.130843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:15.131725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:15.131814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:15.131848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:15.257433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:15.257609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:15.257648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:15.257676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:15.261369] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-23T20:20:15.261694] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-23T20:20:15.261830] [INFO ] [sig       ] DBRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:15.403511] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DBRG.txt
[2025-12-23T20:20:15.403661] [INFO ] [sig       ] [904/3557] Completed DBRG in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:15.403702] [INFO ] [sig       ] [905/3557] Forecasting DBX...
[2025-12-23T20:20:15.403750] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-23T20:20:15.403783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-23T20:20:15.414785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-23T20:20:15.415084] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-23T20:20:15.415879] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-23T20:20:15.415931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:15.415963] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:15.416012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:15.416095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:15.473701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:15.474463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:15.474563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:15.474615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:15.595733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:15.595871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:15.595910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:15.595940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:15.599353] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-12-23T20:20:15.599649] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-23T20:20:15.599775] [INFO ] [sig       ] DBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:15.739227] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DBX.txt
[2025-12-23T20:20:15.739405] [INFO ] [sig       ] [905/3557] Completed DBX in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:15.739447] [INFO ] [sig       ] [906/3557] Forecasting DCBO...
[2025-12-23T20:20:15.739477] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-23T20:20:15.739506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-23T20:20:15.750475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-23T20:20:15.750827] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-23T20:20:15.751600] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-23T20:20:15.751652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:15.751684] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:15.751710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:15.751765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:15.809275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:15.809981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:15.810061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:15.810100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:15.930996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:15.931147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:15.931187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:15.931215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:15.934939] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-23T20:20:15.935213] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-23T20:20:15.935339] [INFO ] [sig       ] DCBO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:16.072607] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DCBO.txt
[2025-12-23T20:20:16.072731] [INFO ] [sig       ] [906/3557] Completed DCBO in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:16.072769] [INFO ] [sig       ] [907/3557] Forecasting DCI...
[2025-12-23T20:20:16.072797] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-23T20:20:16.072828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-23T20:20:16.083849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-23T20:20:16.084100] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-23T20:20:16.084861] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-23T20:20:16.084912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:16.084942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:16.084968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:16.085023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:16.141082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:16.141707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:16.141784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:16.141817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:16.262357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:16.262472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:16.262508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:16.262602] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:16.265749] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-23T20:20:16.266012] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-23T20:20:16.266133] [INFO ] [sig       ] DCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:16.403527] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DCI.txt
[2025-12-23T20:20:16.403653] [INFO ] [sig       ] [907/3557] Completed DCI in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:16.403693] [INFO ] [sig       ] [908/3557] Forecasting DCO...
[2025-12-23T20:20:16.403722] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-23T20:20:16.403751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-23T20:20:16.416652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-23T20:20:16.417122] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-23T20:20:16.417982] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-23T20:20:16.418037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:16.418068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:16.418095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:16.418151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:16.474472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:16.475382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:16.475465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:16.475497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:16.591174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:16.591345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:16.591386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:16.591433] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:16.594855] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-23T20:20:16.595137] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-23T20:20:16.595266] [INFO ] [sig       ] DCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:16.739893] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DCO.txt
[2025-12-23T20:20:16.740064] [INFO ] [sig       ] [908/3557] Completed DCO in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:16.740114] [INFO ] [sig       ] [909/3557] Forecasting DCOM...
[2025-12-23T20:20:16.740147] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-23T20:20:16.740176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-23T20:20:16.751706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-23T20:20:16.752054] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-23T20:20:16.752856] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-23T20:20:16.752910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:16.752942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:16.752969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:16.753027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:16.810103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:16.810944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:16.811027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:16.811062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:16.941867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:16.942022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:16.942062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:16.942092] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:16.945523] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-12-23T20:20:16.945822] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-23T20:20:16.945952] [INFO ] [sig       ] DCOM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:17.084822] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DCOM.txt
[2025-12-23T20:20:17.084981] [INFO ] [sig       ] [909/3557] Completed DCOM in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:17.085021] [INFO ] [sig       ] [910/3557] Forecasting DCTH...
[2025-12-23T20:20:17.085051] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-23T20:20:17.085082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-23T20:20:17.096302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-23T20:20:17.096681] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-23T20:20:17.097447] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-23T20:20:17.097499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:17.097530] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:17.097556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:17.097642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:17.153047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:17.153862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:17.153943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:17.153992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:17.272639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:17.272778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:17.272817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:17.272845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:17.276168] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-23T20:20:17.276435] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-23T20:20:17.276558] [INFO ] [sig       ] DCTH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:17.419921] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DCTH.txt
[2025-12-23T20:20:17.420094] [INFO ] [sig       ] [910/3557] Completed DCTH in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:17.420135] [INFO ] [sig       ] [911/3557] Forecasting DD...
[2025-12-23T20:20:17.420165] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-23T20:20:17.420195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-23T20:20:17.432117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-23T20:20:17.432469] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-23T20:20:17.433249] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-23T20:20:17.433302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:17.433333] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:17.433361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:17.433417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:17.489648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:17.490727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:17.490817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:17.490850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:17.611518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:17.611687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:17.611728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:17.611757] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:17.615065] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-23T20:20:17.615340] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-23T20:20:17.615470] [INFO ] [sig       ] DD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:17.753508] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DD.txt
[2025-12-23T20:20:17.753676] [INFO ] [sig       ] [911/3557] Completed DD in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:17.753717] [INFO ] [sig       ] [912/3557] Forecasting DDD...
[2025-12-23T20:20:17.753747] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-23T20:20:17.753777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-23T20:20:17.765321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-23T20:20:17.765650] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-23T20:20:17.766433] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-23T20:20:17.766485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:17.766516] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:17.766542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:17.766630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:17.821905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:17.822732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:17.822815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:17.822847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:17.940093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:17.940255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:17.940297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:17.940328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:17.943756] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-23T20:20:17.944036] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-23T20:20:17.944163] [INFO ] [sig       ] DDD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:18.093696] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DDD.txt
[2025-12-23T20:20:18.093847] [INFO ] [sig       ] [912/3557] Completed DDD in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:18.093888] [INFO ] [sig       ] [913/3557] Forecasting DDI...
[2025-12-23T20:20:18.093918] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-23T20:20:18.093949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-23T20:20:18.105790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-23T20:20:18.106202] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-23T20:20:18.107009] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-23T20:20:18.107060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:18.107091] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:18.107117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:18.107171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:18.164612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:18.165492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:18.165599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:18.165634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:18.284882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:18.285042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:18.285084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:18.285112] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:18.288480] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=68.19%)
[2025-12-23T20:20:18.288767] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-23T20:20:18.288892] [INFO ] [sig       ] DDI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:18.430022] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DDI.txt
[2025-12-23T20:20:18.430179] [INFO ] [sig       ] [913/3557] Completed DDI in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:18.430219] [INFO ] [sig       ] [914/3557] Forecasting DDL...
[2025-12-23T20:20:18.430247] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-23T20:20:18.430278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-23T20:20:18.442217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-23T20:20:18.442559] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-23T20:20:18.443340] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-23T20:20:18.443404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:18.443436] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:18.443462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:18.443518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:18.500408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:18.501275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:18.501359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:18.501427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:18.622295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:18.622461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:18.622502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:18.622533] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:18.625958] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-23T20:20:18.626237] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-23T20:20:18.626388] [INFO ] [sig       ] DDL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:18.770494] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DDL.txt
[2025-12-23T20:20:18.770672] [INFO ] [sig       ] [914/3557] Completed DDL in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-23T20:20:18.770714] [INFO ] [sig       ] [915/3557] Forecasting DDOG...
[2025-12-23T20:20:18.770743] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-23T20:20:18.770774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-23T20:20:18.782967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-23T20:20:18.783300] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-23T20:20:18.784114] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-23T20:20:18.784167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:18.784197] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:18.784224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:18.784279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:18.842183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:18.843075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:18.843175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:18.843210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:18.966622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:18.966781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:18.966825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:18.966854] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:18.970436] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=47.89%)
[2025-12-23T20:20:18.970799] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-23T20:20:18.970965] [INFO ] [sig       ] DDOG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:19.114224] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DDOG.txt
[2025-12-23T20:20:19.114377] [INFO ] [sig       ] [915/3557] Completed DDOG in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-23T20:20:19.114418] [INFO ] [sig       ] [916/3557] Forecasting DDS...
[2025-12-23T20:20:19.114448] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-23T20:20:19.114479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-23T20:20:19.126906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-23T20:20:19.127197] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-23T20:20:19.127979] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-23T20:20:19.128031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:19.128062] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:19.128089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:19.128145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:19.186061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:19.186828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:19.186908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:19.186942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:19.307055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:19.307206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:19.307247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:19.307275] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:19.310616] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-23T20:20:19.310888] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-23T20:20:19.311007] [INFO ] [sig       ] DDS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:19.501353] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DDS.txt
[2025-12-23T20:20:19.501497] [INFO ] [sig       ] [916/3557] Completed DDS in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-23T20:20:19.501537] [INFO ] [sig       ] [917/3557] Forecasting DE...
[2025-12-23T20:20:19.501567] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-23T20:20:19.501617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-23T20:20:19.513151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-23T20:20:19.513446] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-23T20:20:19.514254] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-23T20:20:19.514308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:19.514344] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:19.514375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:19.514452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:19.571214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:19.571869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:19.571948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:19.571982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:19.694162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:19.694325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:19.694367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:19.694396] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:19.697865] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-23T20:20:19.698150] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-23T20:20:19.698282] [INFO ] [sig       ] DE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:19.837052] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DE.txt
[2025-12-23T20:20:19.837224] [INFO ] [sig       ] [917/3557] Completed DE in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-23T20:20:19.837273] [INFO ] [sig       ] [918/3557] Forecasting DEA...
[2025-12-23T20:20:19.837304] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-23T20:20:19.837335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-23T20:20:19.849088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-23T20:20:19.849484] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-23T20:20:19.850277] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-23T20:20:19.850329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:19.850360] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:19.850387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:19.850442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:19.906088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:19.906928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:19.907010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:19.907043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:20.036872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:20.037031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:20.037071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:20.037101] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:20.040566] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-12-23T20:20:20.040900] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-23T20:20:20.041032] [INFO ] [sig       ] DEA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:20.184608] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DEA.txt
[2025-12-23T20:20:20.184776] [INFO ] [sig       ] [918/3557] Completed DEA in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:20.184818] [INFO ] [sig       ] [919/3557] Forecasting DECK...
[2025-12-23T20:20:20.184850] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-23T20:20:20.184881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-23T20:20:20.196858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-23T20:20:20.197142] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-23T20:20:20.197951] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-23T20:20:20.198005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:20.198049] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:20.198085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:20.198143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:20.255672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:20.256301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:20.256380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:20.256412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:20.378590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:20.378739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:20.378779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:20.378809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:20.382133] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-23T20:20:20.382404] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-23T20:20:20.382542] [INFO ] [sig       ] DECK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:20.518679] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DECK.txt
[2025-12-23T20:20:20.518815] [INFO ] [sig       ] [919/3557] Completed DECK in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:20.518854] [INFO ] [sig       ] [920/3557] Forecasting DEI...
[2025-12-23T20:20:20.518885] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-23T20:20:20.518915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-23T20:20:20.530385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-23T20:20:20.530670] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-23T20:20:20.531416] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-23T20:20:20.531467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:20.531499] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:20.531526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:20.531600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:20.587509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:20.588124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:20.588199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:20.588230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:20.708860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:20.709002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:20.709040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:20.709069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:20.712374] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-23T20:20:20.712659] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-23T20:20:20.712780] [INFO ] [sig       ] DEI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:20.851257] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DEI.txt
[2025-12-23T20:20:20.851416] [INFO ] [sig       ] [920/3557] Completed DEI in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:20.851456] [INFO ] [sig       ] [921/3557] Forecasting DELL...
[2025-12-23T20:20:20.851485] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-23T20:20:20.851515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-23T20:20:20.862931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-23T20:20:20.863269] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-23T20:20:20.864046] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-23T20:20:20.864098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:20.864155] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:20.864183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:20.864240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:20.920127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:20.920937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:20.921017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:20.921050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:21.038100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:21.038257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:21.038316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:21.038345] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:21.041686] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-23T20:20:21.041953] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-23T20:20:21.042076] [INFO ] [sig       ] DELL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:21.180517] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DELL.txt
[2025-12-23T20:20:21.180701] [INFO ] [sig       ] [921/3557] Completed DELL in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:21.180743] [INFO ] [sig       ] [922/3557] Forecasting DENN...
[2025-12-23T20:20:21.180775] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-23T20:20:21.180804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-23T20:20:21.192214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-23T20:20:21.192475] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-23T20:20:21.193263] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-23T20:20:21.193315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:21.193346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:21.193371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:21.193426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:21.249010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:21.249884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:21.249966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:21.249997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:21.364890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:21.365058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:21.365098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:21.365129] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:21.368490] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-23T20:20:21.368879] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-23T20:20:21.369023] [INFO ] [sig       ] DENN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:21.509883] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DENN.txt
[2025-12-23T20:20:21.510021] [INFO ] [sig       ] [922/3557] Completed DENN in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:21.510062] [INFO ] [sig       ] [923/3557] Forecasting DEO...
[2025-12-23T20:20:21.510092] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-23T20:20:21.510122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-23T20:20:21.521865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-23T20:20:21.522147] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-23T20:20:21.522971] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-23T20:20:21.523024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:21.523058] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:21.523085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:21.523142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:21.580322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:21.581158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:21.581256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:21.581290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:21.702888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:21.703046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:21.703088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:21.703116] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:21.706667] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=75.66%)
[2025-12-23T20:20:21.706952] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-23T20:20:21.707080] [INFO ] [sig       ] DEO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:21.852950] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DEO.txt
[2025-12-23T20:20:21.853131] [INFO ] [sig       ] [923/3557] Completed DEO in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:21.853174] [INFO ] [sig       ] [924/3557] Forecasting DERM...
[2025-12-23T20:20:21.853205] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-23T20:20:21.853234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-23T20:20:21.864502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-23T20:20:21.864796] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-23T20:20:21.865545] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-23T20:20:21.865620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:21.865653] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:21.865679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:21.865734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:21.922027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:21.922704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:21.922782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:21.922814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:22.042398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:22.042552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:22.042611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:22.042672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:22.046104] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-23T20:20:22.046384] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-23T20:20:22.046511] [INFO ] [sig       ] DERM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:22.184930] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DERM.txt
[2025-12-23T20:20:22.185063] [INFO ] [sig       ] [924/3557] Completed DERM in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:22.185103] [INFO ] [sig       ] [925/3557] Forecasting DFGP...
[2025-12-23T20:20:22.185131] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-23T20:20:22.185161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-23T20:20:22.198022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-23T20:20:22.198390] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-23T20:20:22.199332] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-23T20:20:22.199399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:22.199446] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:22.199476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:22.199555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:22.263182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:22.264036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:22.264130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:22.264169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:22.396464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:22.396662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:22.396725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:22.396764] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:22.400434] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-23T20:20:22.400757] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-23T20:20:22.400899] [INFO ] [sig       ] DFGP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:22.552510] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DFGP.txt
[2025-12-23T20:20:22.552683] [INFO ] [sig       ] [925/3557] Completed DFGP in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:22.552738] [INFO ] [sig       ] [926/3557] Forecasting DFGX...
[2025-12-23T20:20:22.552772] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-23T20:20:22.552809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-23T20:20:22.565261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-23T20:20:22.565659] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-23T20:20:22.566634] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-23T20:20:22.566688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:22.566721] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:22.566748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:22.566807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:22.630200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:22.631022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:22.631113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:22.631159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:22.764424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:22.764604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:22.764647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:22.764680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:22.768213] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-23T20:20:22.768504] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-23T20:20:22.768666] [INFO ] [sig       ] DFGX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:22.920996] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DFGX.txt
[2025-12-23T20:20:22.921140] [INFO ] [sig       ] [926/3557] Completed DFGX in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:22.921181] [INFO ] [sig       ] [927/3557] Forecasting DFH...
[2025-12-23T20:20:22.921212] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-23T20:20:22.921245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-23T20:20:22.933376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-23T20:20:22.933806] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-23T20:20:22.934637] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-23T20:20:22.934691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:22.934723] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:22.934751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:22.934822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:23.008203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:23.009359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:23.009451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:23.009484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:23.128145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:23.128309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:23.128349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:23.128378] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:23.131794] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-23T20:20:23.132090] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-23T20:20:23.132222] [INFO ] [sig       ] DFH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:23.275332] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DFH.txt
[2025-12-23T20:20:23.275509] [INFO ] [sig       ] [927/3557] Completed DFH in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:23.275550] [INFO ] [sig       ] [928/3557] Forecasting DFIN...
[2025-12-23T20:20:23.275599] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-23T20:20:23.275631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-23T20:20:23.287112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-23T20:20:23.287485] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-23T20:20:23.288270] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-23T20:20:23.288323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:23.288354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:23.288381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:23.288437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:23.344299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:23.345246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:23.345340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:23.345378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:23.465725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:23.465878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:23.465917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:23.465946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:23.469293] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-23T20:20:23.469589] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-23T20:20:23.469719] [INFO ] [sig       ] DFIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:23.610302] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DFIN.txt
[2025-12-23T20:20:23.610470] [INFO ] [sig       ] [928/3557] Completed DFIN in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:23.610511] [INFO ] [sig       ] [929/3557] Forecasting DFP...
[2025-12-23T20:20:23.610547] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-23T20:20:23.610609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-23T20:20:23.622332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-23T20:20:23.622715] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-23T20:20:23.623477] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-23T20:20:23.623530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:23.623562] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:23.623609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:23.623665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:23.679510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:23.680349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:23.680429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:23.680466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:23.800952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:23.801114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:23.801157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:23.801186] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:23.804774] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-12-23T20:20:23.805129] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-23T20:20:23.805265] [INFO ] [sig       ] DFP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:23.946125] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DFP.txt
[2025-12-23T20:20:23.946288] [INFO ] [sig       ] [929/3557] Completed DFP in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:23.946327] [INFO ] [sig       ] [930/3557] Forecasting DG...
[2025-12-23T20:20:23.946358] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-23T20:20:23.946388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-23T20:20:23.957890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-23T20:20:23.958257] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-23T20:20:23.959048] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-23T20:20:23.959099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:23.959130] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:23.959156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:23.959241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:24.018620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:24.019684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:24.019775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:24.019808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:24.141160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:24.141314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:24.141353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:24.141381] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:24.144782] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-23T20:20:24.145059] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-23T20:20:24.145184] [INFO ] [sig       ] DG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:24.287215] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DG.txt
[2025-12-23T20:20:24.287390] [INFO ] [sig       ] [930/3557] Completed DG in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:24.287434] [INFO ] [sig       ] [931/3557] Forecasting DGCB...
[2025-12-23T20:20:24.287473] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-23T20:20:24.287502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-23T20:20:24.302356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-23T20:20:24.302796] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-23T20:20:24.303682] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-23T20:20:24.303750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:24.303782] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:24.303812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:24.303869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:24.366152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:24.367100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:24.367182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:24.367270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:24.502151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:24.502305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:24.502362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:24.502405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:24.506497] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-23T20:20:24.506831] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-23T20:20:24.507010] [INFO ] [sig       ] DGCB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:24.661773] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DGCB.txt
[2025-12-23T20:20:24.661926] [INFO ] [sig       ] [931/3557] Completed DGCB in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-23T20:20:24.661967] [INFO ] [sig       ] [932/3557] Forecasting DGICA...
[2025-12-23T20:20:24.661996] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-23T20:20:24.662027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-23T20:20:24.674307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-23T20:20:24.674657] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-23T20:20:24.675544] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-23T20:20:24.675618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:24.675652] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:24.675679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:24.675736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:24.740071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:24.740876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:24.740957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:24.740991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:24.872888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:24.873046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:24.873097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:24.873147] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:24.876894] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-23T20:20:24.877199] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-23T20:20:24.877343] [INFO ] [sig       ] DGICA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:25.029872] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DGICA.txt
[2025-12-23T20:20:25.030024] [INFO ] [sig       ] [932/3557] Completed DGICA in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-23T20:20:25.030082] [INFO ] [sig       ] [933/3557] Forecasting DGII...
[2025-12-23T20:20:25.030127] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-23T20:20:25.030162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-23T20:20:25.042792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-23T20:20:25.043113] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-23T20:20:25.044035] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-23T20:20:25.044090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:25.044124] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:25.044153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:25.044215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:25.107339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:25.108090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:25.108185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:25.108224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:25.229486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:25.229651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:25.229692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:25.229721] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:25.233017] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-23T20:20:25.233286] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-23T20:20:25.233410] [INFO ] [sig       ] DGII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:25.372055] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DGII.txt
[2025-12-23T20:20:25.372202] [INFO ] [sig       ] [933/3557] Completed DGII in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-23T20:20:25.372243] [INFO ] [sig       ] [934/3557] Forecasting DGRE...
[2025-12-23T20:20:25.372273] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-23T20:20:25.372302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-23T20:20:25.383652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-23T20:20:25.384042] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-23T20:20:25.384905] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-23T20:20:25.384961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:25.384994] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:25.385023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:25.385079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:25.441345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:25.442245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:25.442335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:25.442386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:25.556980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:25.557144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:25.557197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:25.557228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:25.560716] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-12-23T20:20:25.561190] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-23T20:20:25.561324] [INFO ] [sig       ] DGRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:25.699768] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DGRE.txt
[2025-12-23T20:20:25.699938] [INFO ] [sig       ] [934/3557] Completed DGRE in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-23T20:20:25.699985] [INFO ] [sig       ] [935/3557] Forecasting DGRS...
[2025-12-23T20:20:25.700017] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-23T20:20:25.700046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-23T20:20:25.710971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-23T20:20:25.711291] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-23T20:20:25.712069] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-23T20:20:25.712122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:25.712154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:25.712180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:25.712236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:25.767278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:25.767954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:25.768045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:25.768078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:25.884374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:25.884536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:25.884593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:25.884626] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:25.888465] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-12-23T20:20:25.888925] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-23T20:20:25.889053] [INFO ] [sig       ] DGRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:26.028600] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DGRS.txt
[2025-12-23T20:20:26.028755] [INFO ] [sig       ] [935/3557] Completed DGRS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-23T20:20:26.028794] [INFO ] [sig       ] [936/3557] Forecasting DGX...
[2025-12-23T20:20:26.028823] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-23T20:20:26.028854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-23T20:20:26.040710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-23T20:20:26.041029] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-23T20:20:26.041813] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-23T20:20:26.041866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:26.041897] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:26.041923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:26.041990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:26.098405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:26.099243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:26.099327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:26.099361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:26.216871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:26.217028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:26.217068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:26.217119] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:26.220520] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-23T20:20:26.220816] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-23T20:20:26.220944] [INFO ] [sig       ] DGX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:26.357757] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DGX.txt
[2025-12-23T20:20:26.357900] [INFO ] [sig       ] [936/3557] Completed DGX in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:26.357939] [INFO ] [sig       ] [937/3557] Forecasting DH...
[2025-12-23T20:20:26.357969] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-23T20:20:26.357998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-23T20:20:26.369719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-23T20:20:26.370032] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-23T20:20:26.370796] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-23T20:20:26.370847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:26.370879] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:26.370905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:26.370961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:26.429931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:26.430802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:26.430884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:26.430918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:26.557442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:26.557641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:26.557693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:26.557729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:26.561280] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-12-23T20:20:26.561625] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-23T20:20:26.561769] [INFO ] [sig       ] DH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:26.715943] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DH.txt
[2025-12-23T20:20:26.716111] [INFO ] [sig       ] [937/3557] Completed DH in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:26.716152] [INFO ] [sig       ] [938/3557] Forecasting DHC...
[2025-12-23T20:20:26.716181] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-23T20:20:26.716210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-23T20:20:26.728321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-23T20:20:26.728820] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-23T20:20:26.729913] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-23T20:20:26.729998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:26.730083] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:26.730113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:26.730172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:26.789497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:26.790396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:26.790485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:26.790518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:26.928399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:26.928570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:26.928642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:26.928675] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:26.932316] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-23T20:20:26.932658] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-23T20:20:26.932806] [INFO ] [sig       ] DHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:27.076972] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DHC.txt
[2025-12-23T20:20:27.077154] [INFO ] [sig       ] [938/3557] Completed DHC in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:27.077209] [INFO ] [sig       ] [939/3557] Forecasting DHF...
[2025-12-23T20:20:27.077241] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-23T20:20:27.077280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-23T20:20:27.090484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-23T20:20:27.090909] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-23T20:20:27.091799] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-23T20:20:27.091855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:27.091888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:27.091915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:27.091979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:27.154662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:27.155565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:27.155716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:27.155757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:27.283449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:27.283643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:27.283692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:27.283727] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:27.287473] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=72.53%)
[2025-12-23T20:20:27.287779] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-23T20:20:27.287912] [INFO ] [sig       ] DHF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:27.442922] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DHF.txt
[2025-12-23T20:20:27.443077] [INFO ] [sig       ] [939/3557] Completed DHF in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:27.443120] [INFO ] [sig       ] [940/3557] Forecasting DHI...
[2025-12-23T20:20:27.443162] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-23T20:20:27.443207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-23T20:20:27.456248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-23T20:20:27.456681] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-23T20:20:27.457553] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-23T20:20:27.457636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:27.457670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:27.457699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:27.457757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:27.521981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:27.522903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:27.522990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:27.523027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:27.659517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:27.659703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:27.659746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:27.659775] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:27.663639] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-12-23T20:20:27.663925] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-23T20:20:27.664055] [INFO ] [sig       ] DHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:27.816985] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DHI.txt
[2025-12-23T20:20:27.817156] [INFO ] [sig       ] [940/3557] Completed DHI in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:27.817216] [INFO ] [sig       ] [941/3557] Forecasting DHIL...
[2025-12-23T20:20:27.817260] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-23T20:20:27.817305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-23T20:20:27.829568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-23T20:20:27.830026] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-23T20:20:27.831031] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-23T20:20:27.831091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:27.831124] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:27.831152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:27.831209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:27.893161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:27.893941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:27.894024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:27.894058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:28.010236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:28.010386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:28.010428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:28.010456] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:28.013840] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-23T20:20:28.014108] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-23T20:20:28.014232] [INFO ] [sig       ] DHIL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:28.151187] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DHIL.txt
[2025-12-23T20:20:28.151316] [INFO ] [sig       ] [941/3557] Completed DHIL in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:28.151360] [INFO ] [sig       ] [942/3557] Forecasting DHX...
[2025-12-23T20:20:28.151392] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-23T20:20:28.151421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-23T20:20:28.162634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-23T20:20:28.162908] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-23T20:20:28.163675] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-23T20:20:28.163727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:28.163758] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:28.163785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:28.163840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:28.219400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:28.220019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:28.220091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:28.220123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:28.337563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:28.337737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:28.337777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:28.337805] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:28.341125] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-12-23T20:20:28.341388] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-23T20:20:28.341510] [INFO ] [sig       ] DHX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:28.484432] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DHX.txt
[2025-12-23T20:20:28.484612] [INFO ] [sig       ] [942/3557] Completed DHX in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:28.484654] [INFO ] [sig       ] [943/3557] Forecasting DIBS...
[2025-12-23T20:20:28.484684] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-23T20:20:28.484715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-23T20:20:28.496480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-23T20:20:28.496864] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-23T20:20:28.497665] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-23T20:20:28.497720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:28.497751] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:28.497776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:28.497832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:28.559769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:28.560674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:28.560756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:28.560788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:28.680207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:28.680364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:28.680405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:28.680433] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:28.683766] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-23T20:20:28.684060] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-23T20:20:28.684187] [INFO ] [sig       ] DIBS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:28.826883] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DIBS.txt
[2025-12-23T20:20:28.827042] [INFO ] [sig       ] [943/3557] Completed DIBS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:28.827083] [INFO ] [sig       ] [944/3557] Forecasting DIN...
[2025-12-23T20:20:28.827113] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-23T20:20:28.827145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-23T20:20:28.842214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-23T20:20:28.842694] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-23T20:20:28.843832] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-23T20:20:28.843905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:28.843959] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:28.844007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:28.844097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:28.902039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:28.902931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:28.903014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:28.903047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:29.026042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:29.026200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:29.026239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:29.026267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:29.029614] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-23T20:20:29.029893] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-23T20:20:29.030019] [INFO ] [sig       ] DIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:29.170423] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DIN.txt
[2025-12-23T20:20:29.170603] [INFO ] [sig       ] [944/3557] Completed DIN in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:29.170649] [INFO ] [sig       ] [945/3557] Forecasting DINO...
[2025-12-23T20:20:29.170678] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-23T20:20:29.170707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-23T20:20:29.182272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-23T20:20:29.182693] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-23T20:20:29.183525] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-23T20:20:29.183605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:29.183640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:29.183667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:29.183734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:29.246337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:29.247228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:29.247317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:29.247349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:29.370415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:29.370589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:29.370649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:29.370680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:29.374101] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-23T20:20:29.374387] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-23T20:20:29.374515] [INFO ] [sig       ] DINO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:29.519454] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DINO.txt
[2025-12-23T20:20:29.519658] [INFO ] [sig       ] [945/3557] Completed DINO in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:29.519722] [INFO ] [sig       ] [946/3557] Forecasting DIOD...
[2025-12-23T20:20:29.519756] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-23T20:20:29.519785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-23T20:20:29.530805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-23T20:20:29.531169] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-23T20:20:29.531968] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-23T20:20:29.532022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:29.532054] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:29.532081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:29.532136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:29.588158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:29.589018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:29.589097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:29.589130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:29.708024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:29.708190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:29.708231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:29.708259] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:29.711631] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=62.48%)
[2025-12-23T20:20:29.711940] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-23T20:20:29.712072] [INFO ] [sig       ] DIOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:29.855025] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DIOD.txt
[2025-12-23T20:20:29.855184] [INFO ] [sig       ] [946/3557] Completed DIOD in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:29.855224] [INFO ] [sig       ] [947/3557] Forecasting DIS...
[2025-12-23T20:20:29.855254] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-23T20:20:29.855283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-23T20:20:29.866407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-23T20:20:29.866731] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-23T20:20:29.867481] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-23T20:20:29.867532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:29.867563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:29.867610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:29.867666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:29.926017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:29.926899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:29.926985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:29.927020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:30.048302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:30.048461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:30.048502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:30.048532] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:30.052017] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-23T20:20:30.052308] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-23T20:20:30.052439] [INFO ] [sig       ] DIS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:30.195744] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DIS.txt
[2025-12-23T20:20:30.195911] [INFO ] [sig       ] [947/3557] Completed DIS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:30.195952] [INFO ] [sig       ] [948/3557] Forecasting DJCO...
[2025-12-23T20:20:30.195983] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-23T20:20:30.196012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-23T20:20:30.206735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-23T20:20:30.207119] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-23T20:20:30.207923] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-23T20:20:30.207975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:30.208006] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:30.208033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:30.208089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:30.269511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:30.270646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:30.270780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:30.270815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:30.388392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:30.388547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:30.388606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:30.388636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:30.392080] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-23T20:20:30.392367] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-23T20:20:30.392513] [INFO ] [sig       ] DJCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:30.533863] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DJCO.txt
[2025-12-23T20:20:30.534023] [INFO ] [sig       ] [948/3557] Completed DJCO in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:30.534062] [INFO ] [sig       ] [949/3557] Forecasting DK...
[2025-12-23T20:20:30.534092] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-23T20:20:30.534123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-23T20:20:30.545800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-23T20:20:30.546196] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-23T20:20:30.547016] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-23T20:20:30.547072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:30.547116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:30.547144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:30.547199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:30.604470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:30.605324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:30.605418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:30.605452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:30.726733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:30.726888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:30.726927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:30.726956] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:30.730323] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-23T20:20:30.730632] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-23T20:20:30.730766] [INFO ] [sig       ] DK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:30.876713] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DK.txt
[2025-12-23T20:20:30.876875] [INFO ] [sig       ] [949/3557] Completed DK in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-23T20:20:30.876915] [INFO ] [sig       ] [950/3557] Forecasting DKL...
[2025-12-23T20:20:30.876945] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-23T20:20:30.876976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-23T20:20:30.888521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-23T20:20:30.888910] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-23T20:20:30.889763] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-23T20:20:30.889816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:30.889847] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:30.889873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:30.889928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:30.946972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:30.947882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:30.947969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:30.948002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:31.062564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:31.062728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:31.062767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:31.062795] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:31.066195] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-23T20:20:31.066470] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-23T20:20:31.066614] [INFO ] [sig       ] DKL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:31.209699] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DKL.txt
[2025-12-23T20:20:31.209861] [INFO ] [sig       ] [950/3557] Completed DKL in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-23T20:20:31.209901] [INFO ] [sig       ] [951/3557] Forecasting DKNG...
[2025-12-23T20:20:31.209933] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-23T20:20:31.209962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-23T20:20:31.221781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-23T20:20:31.222153] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-23T20:20:31.222949] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-23T20:20:31.223002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:31.223035] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:31.223062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:31.223119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:31.279827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:31.280679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:31.280762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:31.280795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:31.396153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:31.396305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:31.396345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:31.396375] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:31.399792] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-23T20:20:31.400071] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-23T20:20:31.400197] [INFO ] [sig       ] DKNG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:31.547631] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DKNG.txt
[2025-12-23T20:20:31.547818] [INFO ] [sig       ] [951/3557] Completed DKNG in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-23T20:20:31.547858] [INFO ] [sig       ] [952/3557] Forecasting DKS...
[2025-12-23T20:20:31.547888] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-23T20:20:31.547918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-23T20:20:31.560223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-23T20:20:31.560621] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-23T20:20:31.561465] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-23T20:20:31.561520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:31.561552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:31.561606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:31.561675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:31.621599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:31.622478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:31.622566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:31.622616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:31.742457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:31.742641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:31.742684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:31.742713] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:31.746212] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-23T20:20:31.746527] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-23T20:20:31.746707] [INFO ] [sig       ] DKS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:31.906227] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DKS.txt
[2025-12-23T20:20:31.906387] [INFO ] [sig       ] [952/3557] Completed DKS in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-23T20:20:31.906428] [INFO ] [sig       ] [953/3557] Forecasting DLB...
[2025-12-23T20:20:31.906464] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-23T20:20:31.906496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-23T20:20:31.918599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-23T20:20:31.918932] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-23T20:20:31.919791] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-23T20:20:31.919845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:31.919875] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:31.919904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:31.919961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:31.977491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:31.978333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:31.978417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:31.978450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:32.100802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:32.100965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:32.101006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:32.101034] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:32.104427] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-23T20:20:32.104743] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-23T20:20:32.104875] [INFO ] [sig       ] DLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:32.254143] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLB.txt
[2025-12-23T20:20:32.254315] [INFO ] [sig       ] [953/3557] Completed DLB in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:32.254356] [INFO ] [sig       ] [954/3557] Forecasting DLHC...
[2025-12-23T20:20:32.254385] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-23T20:20:32.254416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-23T20:20:32.267666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-23T20:20:32.268142] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-23T20:20:32.269253] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-23T20:20:32.269328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:32.269369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:32.269405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:32.269485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:32.340666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:32.341669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:32.341764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:32.341799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:32.461362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:32.461548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:32.461607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:32.461639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:32.464992] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-23T20:20:32.465276] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-23T20:20:32.465404] [INFO ] [sig       ] DLHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:32.605665] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLHC.txt
[2025-12-23T20:20:32.605824] [INFO ] [sig       ] [954/3557] Completed DLHC in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:32.605864] [INFO ] [sig       ] [955/3557] Forecasting DLNG...
[2025-12-23T20:20:32.605893] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-23T20:20:32.605922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-23T20:20:32.616478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-23T20:20:32.616805] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-23T20:20:32.617616] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-23T20:20:32.617670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:32.617725] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:32.617754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:32.617810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:32.674245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:32.674926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:32.675005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:32.675038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:32.790069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:32.790208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:32.790246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:32.790275] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:32.793563] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-23T20:20:32.793847] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-23T20:20:32.793969] [INFO ] [sig       ] DLNG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:32.932645] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DLNG.txt
[2025-12-23T20:20:32.932802] [INFO ] [sig       ] [955/3557] Completed DLNG in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:32.932842] [INFO ] [sig       ] [956/3557] Forecasting DLO...
[2025-12-23T20:20:32.932873] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-23T20:20:32.932904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-23T20:20:32.945763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-23T20:20:32.946178] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-23T20:20:32.947030] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-23T20:20:32.947096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:32.947133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:32.947159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:32.947219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:33.003611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:33.004754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:33.005030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:33.005062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:33.127863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:33.128032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:33.128075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:33.128121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:33.131682] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-23T20:20:33.131964] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-23T20:20:33.132117] [INFO ] [sig       ] DLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:33.279261] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLO.txt
[2025-12-23T20:20:33.279430] [INFO ] [sig       ] [956/3557] Completed DLO in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:33.279472] [INFO ] [sig       ] [957/3557] Forecasting DLPN...
[2025-12-23T20:20:33.279501] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-23T20:20:33.279532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-23T20:20:33.290409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-23T20:20:33.290814] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-23T20:20:33.291596] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-23T20:20:33.291649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:33.291681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:33.291707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:33.291762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:33.348021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:33.348930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:33.349028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:33.349061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:33.457038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:33.457189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:33.457228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:33.457256] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:33.460640] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-23T20:20:33.460927] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-23T20:20:33.461066] [INFO ] [sig       ] DLPN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:33.602274] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLPN.txt
[2025-12-23T20:20:33.602407] [INFO ] [sig       ] [957/3557] Completed DLPN in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:33.602445] [INFO ] [sig       ] [958/3557] Forecasting DLTH...
[2025-12-23T20:20:33.602474] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-23T20:20:33.602504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-23T20:20:33.613226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-23T20:20:33.613553] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-23T20:20:33.614324] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-23T20:20:33.614376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:33.614407] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:33.614433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:33.614488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:33.670320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:33.671117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:33.671195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:33.671227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:33.792660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:33.792826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:33.792866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:33.792929] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:33.796369] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-23T20:20:33.796664] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-23T20:20:33.796799] [INFO ] [sig       ] DLTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:33.934016] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DLTH.txt
[2025-12-23T20:20:33.934144] [INFO ] [sig       ] [958/3557] Completed DLTH in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:33.934182] [INFO ] [sig       ] [959/3557] Forecasting DLX...
[2025-12-23T20:20:33.934211] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-23T20:20:33.934241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-23T20:20:33.945516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-23T20:20:33.945818] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-23T20:20:33.946555] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-23T20:20:33.946625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:33.946657] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:33.946683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:33.946739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:34.002452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:34.003099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:34.003174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:34.003206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:34.122342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:34.122482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:34.122520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:34.122549] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:34.125834] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-23T20:20:34.126117] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-23T20:20:34.126242] [INFO ] [sig       ] DLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:34.263494] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLX.txt
[2025-12-23T20:20:34.263639] [INFO ] [sig       ] [959/3557] Completed DLX in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:34.263680] [INFO ] [sig       ] [960/3557] Forecasting DLY...
[2025-12-23T20:20:34.263710] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-23T20:20:34.263739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-23T20:20:34.274696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-23T20:20:34.274971] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-23T20:20:34.275736] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-23T20:20:34.275788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:34.275819] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:34.275846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:34.275913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:34.331192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:34.331841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:34.331915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:34.331946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:34.447696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:34.447841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:34.447879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:34.447908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:34.451306] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-23T20:20:34.451593] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-23T20:20:34.451724] [INFO ] [sig       ] DLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:34.588348] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DLY.txt
[2025-12-23T20:20:34.588485] [INFO ] [sig       ] [960/3557] Completed DLY in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:34.588524] [INFO ] [sig       ] [961/3557] Forecasting DMAC...
[2025-12-23T20:20:34.588553] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-23T20:20:34.588602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-23T20:20:34.600123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-23T20:20:34.600427] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-23T20:20:34.601195] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-23T20:20:34.601246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:34.601277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:34.601303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:34.601358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:34.657793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:34.658478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:34.658555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:34.658605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:34.776759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:34.776904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:34.776944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:34.776971] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:34.780288] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-23T20:20:34.780554] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-23T20:20:34.780705] [INFO ] [sig       ] DMAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:34.918260] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DMAC.txt
[2025-12-23T20:20:34.918398] [INFO ] [sig       ] [961/3557] Completed DMAC in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:34.918437] [INFO ] [sig       ] [962/3557] Forecasting DMB...
[2025-12-23T20:20:34.918467] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-23T20:20:34.918496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-23T20:20:34.930006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-23T20:20:34.930311] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-23T20:20:34.931080] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-23T20:20:34.931141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:34.931173] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:34.931199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:34.931256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:34.986680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:34.987317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:34.987392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:34.987423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:35.105442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:35.105587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:35.105628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:35.105657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:35.108933] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-23T20:20:35.109217] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-23T20:20:35.109368] [INFO ] [sig       ] DMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:35.247795] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DMB.txt
[2025-12-23T20:20:35.247934] [INFO ] [sig       ] [962/3557] Completed DMB in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:35.247974] [INFO ] [sig       ] [963/3557] Forecasting DMLP...
[2025-12-23T20:20:35.248002] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-23T20:20:35.248032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-23T20:20:35.259031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-23T20:20:35.259372] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-23T20:20:35.260179] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-23T20:20:35.260233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:35.260264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:35.260291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:35.260351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:35.316483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:35.317172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:35.317249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:35.317281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:35.433740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:35.433894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:35.433934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:35.433961] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:35.437257] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-23T20:20:35.437525] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-23T20:20:35.437667] [INFO ] [sig       ] DMLP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:35.574588] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DMLP.txt
[2025-12-23T20:20:35.574719] [INFO ] [sig       ] [963/3557] Completed DMLP in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:35.574757] [INFO ] [sig       ] [964/3557] Forecasting DMO...
[2025-12-23T20:20:35.574786] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-23T20:20:35.574815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-23T20:20:35.586064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-23T20:20:35.586379] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-23T20:20:35.587166] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-23T20:20:35.587218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:35.587249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:35.587274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:35.587329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:35.642389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:35.643189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:35.643267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:35.643298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:35.758050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:35.758207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:35.758246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:35.758276] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:35.761869] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-23T20:20:35.762183] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-23T20:20:35.762315] [INFO ] [sig       ] DMO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:35.901928] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DMO.txt
[2025-12-23T20:20:35.902094] [INFO ] [sig       ] [964/3557] Completed DMO in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:35.902137] [INFO ] [sig       ] [965/3557] Forecasting DMRC...
[2025-12-23T20:20:35.902166] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-23T20:20:35.902197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-23T20:20:35.913519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-23T20:20:35.913912] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-23T20:20:35.914727] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-23T20:20:35.914781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:35.914812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:35.914839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:35.914894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:35.971825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:35.972741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:35.972856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:35.972891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:36.093630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:36.093822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:36.093869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:36.093899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:36.097382] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-23T20:20:36.097713] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-23T20:20:36.097851] [INFO ] [sig       ] DMRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:36.238745] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DMRC.txt
[2025-12-23T20:20:36.238890] [INFO ] [sig       ] [965/3557] Completed DMRC in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:36.238935] [INFO ] [sig       ] [966/3557] Forecasting DMXF...
[2025-12-23T20:20:36.238966] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-23T20:20:36.238996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-23T20:20:36.250337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-23T20:20:36.250655] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-23T20:20:36.251420] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-23T20:20:36.251477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:36.251509] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:36.251536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:36.251617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:36.309429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:36.310421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:36.310508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:36.310540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:36.435652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:36.435827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:36.435868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:36.435899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:36.439496] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=72.97%)
[2025-12-23T20:20:36.439867] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-23T20:20:36.440007] [INFO ] [sig       ] DMXF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:36.585428] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DMXF.txt
[2025-12-23T20:20:36.585560] [INFO ] [sig       ] [966/3557] Completed DMXF in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:36.585621] [INFO ] [sig       ] [967/3557] Forecasting DNA...
[2025-12-23T20:20:36.585653] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-23T20:20:36.585684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-23T20:20:36.597181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-23T20:20:36.597478] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-23T20:20:36.598288] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-23T20:20:36.598342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:36.598375] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:36.598403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:36.598460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:36.656976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:36.657774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:36.657855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:36.657889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:36.777894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:36.778041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:36.778081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:36.778110] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:36.781488] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-23T20:20:36.781802] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-23T20:20:36.781930] [INFO ] [sig       ] DNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:36.927355] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DNA.txt
[2025-12-23T20:20:36.927496] [INFO ] [sig       ] [967/3557] Completed DNA in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-23T20:20:36.927536] [INFO ] [sig       ] [968/3557] Forecasting DNLI...
[2025-12-23T20:20:36.927565] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-23T20:20:36.927618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-23T20:20:36.939840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-23T20:20:36.940123] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-23T20:20:36.940940] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-23T20:20:36.941002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:36.941038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:36.941066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:36.941125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:36.999139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:36.999902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:36.999983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:37.000017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:37.122747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:37.122893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:37.122934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:37.122963] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:37.126339] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-23T20:20:37.126634] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-23T20:20:37.126763] [INFO ] [sig       ] DNLI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:37.267160] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DNLI.txt
[2025-12-23T20:20:37.267317] [INFO ] [sig       ] [968/3557] Completed DNLI in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-23T20:20:37.267361] [INFO ] [sig       ] [969/3557] Forecasting DNP...
[2025-12-23T20:20:37.267392] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-23T20:20:37.267423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-23T20:20:37.279705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-23T20:20:37.280146] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-23T20:20:37.280975] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-23T20:20:37.281028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:37.281060] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:37.281086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:37.281141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:37.340834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:37.341747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:37.341832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:37.341866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:37.463027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:37.463205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:37.463265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:37.463295] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:37.466728] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-23T20:20:37.467018] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-23T20:20:37.467149] [INFO ] [sig       ] DNP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:37.605996] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DNP.txt
[2025-12-23T20:20:37.606163] [INFO ] [sig       ] [969/3557] Completed DNP in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:37.606203] [INFO ] [sig       ] [970/3557] Forecasting DNTH...
[2025-12-23T20:20:37.606233] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-23T20:20:37.606263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-23T20:20:37.617585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-23T20:20:37.617871] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-23T20:20:37.618655] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-23T20:20:37.618709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:37.618742] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:37.618771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:37.618829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:37.676438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:37.677327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:37.677410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:37.677442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:37.798756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:37.798920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:37.798962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:37.798993] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:37.802626] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-23T20:20:37.802942] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-23T20:20:37.803080] [INFO ] [sig       ] DNTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:37.942333] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DNTH.txt
[2025-12-23T20:20:37.942493] [INFO ] [sig       ] [970/3557] Completed DNTH in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:37.942533] [INFO ] [sig       ] [971/3557] Forecasting DOCN...
[2025-12-23T20:20:37.942562] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-23T20:20:37.942614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-23T20:20:37.954221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-23T20:20:37.954654] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-23T20:20:37.955535] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-23T20:20:37.955613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:37.955649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:37.955678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:37.955736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:38.013695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:38.014555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:38.014661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:38.014695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:38.138743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:38.139022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:38.139068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:38.139098] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:38.142751] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-23T20:20:38.143052] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-23T20:20:38.143187] [INFO ] [sig       ] DOCN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:38.285102] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DOCN.txt
[2025-12-23T20:20:38.285264] [INFO ] [sig       ] [971/3557] Completed DOCN in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:38.285304] [INFO ] [sig       ] [972/3557] Forecasting DOCS...
[2025-12-23T20:20:38.285334] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-23T20:20:38.285364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-23T20:20:38.296875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-23T20:20:38.297276] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-23T20:20:38.298150] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-23T20:20:38.298209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:38.298281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:38.298321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:38.298404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:38.354743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:38.355618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:38.355696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:38.355729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:38.479979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:38.480120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:38.480163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:38.480192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:38.483871] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-23T20:20:38.484331] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-23T20:20:38.484463] [INFO ] [sig       ] DOCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:38.627726] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DOCS.txt
[2025-12-23T20:20:38.627856] [INFO ] [sig       ] [972/3557] Completed DOCS in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:38.627895] [INFO ] [sig       ] [973/3557] Forecasting DOGZ...
[2025-12-23T20:20:38.628116] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-23T20:20:38.628146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-23T20:20:38.640597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-23T20:20:38.640902] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-23T20:20:38.641867] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-23T20:20:38.642109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:38.642149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:38.642177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:38.642233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:38.722662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:38.723532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:38.723636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:38.723671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:38.854539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:38.854721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:38.854764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:38.854795] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:38.858241] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-23T20:20:38.858555] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-23T20:20:38.858716] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:39.011766] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DOGZ.txt
[2025-12-23T20:20:39.011957] [INFO ] [sig       ] [973/3557] Completed DOGZ in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:39.012006] [INFO ] [sig       ] [974/3557] Forecasting DOLE...
[2025-12-23T20:20:39.012040] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-23T20:20:39.012069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-23T20:20:39.027960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-23T20:20:39.028497] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-23T20:20:39.029896] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-23T20:20:39.029975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:39.030028] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:39.030076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:39.030169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:39.105866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:39.106915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:39.107034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:39.107072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:39.279458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:39.279720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:39.279788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:39.279839] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:39.285857] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-23T20:20:39.286468] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-23T20:20:39.286724] [INFO ] [sig       ] DOLE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:39.518824] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DOLE.txt
[2025-12-23T20:20:39.519072] [INFO ] [sig       ] [974/3557] Completed DOLE in 0.5s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:39.519142] [INFO ] [sig       ] [975/3557] Forecasting DOMO...
[2025-12-23T20:20:39.519218] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-23T20:20:39.519270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-23T20:20:39.539110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-23T20:20:39.539704] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-23T20:20:39.540849] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-23T20:20:39.540917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:39.540956] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:39.540989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:39.541060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:39.621479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:39.622732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:39.622850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:39.622898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:39.780623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:39.780790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:39.780832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:39.780924] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:39.784982] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-12-23T20:20:39.785363] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-23T20:20:39.785542] [INFO ] [sig       ] DOMO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:39.930511] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DOMO.txt
[2025-12-23T20:20:39.930769] [INFO ] [sig       ] [975/3557] Completed DOMO in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:39.930837] [INFO ] [sig       ] [976/3557] Forecasting DORM...
[2025-12-23T20:20:39.930890] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-23T20:20:39.930943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-23T20:20:39.947192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-23T20:20:39.947719] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-23T20:20:39.948951] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-23T20:20:39.949025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:39.949079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:39.949127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:39.949249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:40.025459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:40.026403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:40.026488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:40.026520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:40.164936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:40.165122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:40.165172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:40.165202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:40.169126] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-12-23T20:20:40.169521] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-23T20:20:40.169688] [INFO ] [sig       ] DORM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:40.308743] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DORM.txt
[2025-12-23T20:20:40.308919] [INFO ] [sig       ] [976/3557] Completed DORM in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:40.308966] [INFO ] [sig       ] [977/3557] Forecasting DOUG...
[2025-12-23T20:20:40.308997] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-23T20:20:40.309026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-23T20:20:40.320709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-23T20:20:40.321077] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-23T20:20:40.321907] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-23T20:20:40.321962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:40.321994] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:40.322022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:40.322079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:40.379153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:40.380025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:40.380109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:40.380143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:40.502608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:40.502776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:40.502826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:40.502864] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:40.506704] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-23T20:20:40.507085] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-23T20:20:40.507250] [INFO ] [sig       ] DOUG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:40.671923] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DOUG.txt
[2025-12-23T20:20:40.672095] [INFO ] [sig       ] [977/3557] Completed DOUG in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:40.672138] [INFO ] [sig       ] [978/3557] Forecasting DOX...
[2025-12-23T20:20:40.672168] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-23T20:20:40.672198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-23T20:20:40.685538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-23T20:20:40.685946] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-23T20:20:40.686820] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-23T20:20:40.686882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:40.686924] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:40.686960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:40.687037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:40.752012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:40.752908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:40.753194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:40.753227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:40.876000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:40.876158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:40.876198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:40.876227] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:40.879555] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-23T20:20:40.879848] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-23T20:20:40.879970] [INFO ] [sig       ] DOX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:41.020286] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DOX.txt
[2025-12-23T20:20:41.020421] [INFO ] [sig       ] [978/3557] Completed DOX in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:41.020460] [INFO ] [sig       ] [979/3557] Forecasting DPG...
[2025-12-23T20:20:41.020489] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-23T20:20:41.020519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-23T20:20:41.032292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-23T20:20:41.032600] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-23T20:20:41.033495] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-23T20:20:41.033547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:41.033604] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:41.033638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:41.033695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:41.090699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:41.091426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:41.091505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:41.091538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:41.208147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:41.208308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:41.208348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:41.208378] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:41.211759] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-23T20:20:41.212040] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-23T20:20:41.212168] [INFO ] [sig       ] DPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:41.394986] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DPG.txt
[2025-12-23T20:20:41.395173] [INFO ] [sig       ] [979/3557] Completed DPG in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:41.395225] [INFO ] [sig       ] [980/3557] Forecasting DPRO...
[2025-12-23T20:20:41.395257] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-23T20:20:41.395287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-23T20:20:41.407280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-23T20:20:41.407692] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-23T20:20:41.408523] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-23T20:20:41.408608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:41.408645] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:41.408674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:41.408741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:41.469374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:41.470719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:41.470812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:41.470846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:41.591267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:41.591434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:41.591480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:41.591539] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:41.595195] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-23T20:20:41.595600] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-23T20:20:41.595757] [INFO ] [sig       ] DPRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:41.744599] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DPRO.txt
[2025-12-23T20:20:41.744768] [INFO ] [sig       ] [980/3557] Completed DPRO in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:41.744824] [INFO ] [sig       ] [981/3557] Forecasting DPZ...
[2025-12-23T20:20:41.744860] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-23T20:20:41.744892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-23T20:20:41.761899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-23T20:20:41.762376] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-23T20:20:41.763715] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-23T20:20:41.763785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:41.763835] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:41.763881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:41.763970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:41.834654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:41.835600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:41.835686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:41.835720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:41.956627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:41.956792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:41.956834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:41.956863] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:41.960494] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-12-23T20:20:41.960863] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-23T20:20:41.961013] [INFO ] [sig       ] DPZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:42.104861] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DPZ.txt
[2025-12-23T20:20:42.105025] [INFO ] [sig       ] [981/3557] Completed DPZ in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:42.105067] [INFO ] [sig       ] [982/3557] Forecasting DQ...
[2025-12-23T20:20:42.105098] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-23T20:20:42.105127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-23T20:20:42.116421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-23T20:20:42.116803] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-23T20:20:42.117560] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-23T20:20:42.117632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:42.117664] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:42.117691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:42.117747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:42.173308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:42.174048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:42.174156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:42.174203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:42.294756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:42.294911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:42.294953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:42.294982] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:42.298327] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-12-23T20:20:42.298633] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-23T20:20:42.298769] [INFO ] [sig       ] DQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:42.451992] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DQ.txt
[2025-12-23T20:20:42.452192] [INFO ] [sig       ] [982/3557] Completed DQ in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:42.452243] [INFO ] [sig       ] [983/3557] Forecasting DRD...
[2025-12-23T20:20:42.452276] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-23T20:20:42.452308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-23T20:20:42.465620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-23T20:20:42.466059] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-23T20:20:42.466965] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-23T20:20:42.467024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:42.467057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:42.467084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:42.467141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:42.532068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:42.533066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:42.533164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:42.533210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:42.665504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:42.665683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:42.665727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:42.665757] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:42.669461] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-23T20:20:42.669794] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-23T20:20:42.669934] [INFO ] [sig       ] DRD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:42.826803] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DRD.txt
[2025-12-23T20:20:42.826986] [INFO ] [sig       ] [983/3557] Completed DRD in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-23T20:20:42.827033] [INFO ] [sig       ] [984/3557] Forecasting DRH...
[2025-12-23T20:20:42.827065] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-23T20:20:42.827097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-23T20:20:42.838504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-23T20:20:42.838832] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-23T20:20:42.839660] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-23T20:20:42.839713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:42.839744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:42.839769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:42.839847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:42.894863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:42.895633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:42.895716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:42.895749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:43.017184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:43.017342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:43.017383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:43.017412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:43.020958] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-23T20:20:43.021244] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-23T20:20:43.021372] [INFO ] [sig       ] DRH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:43.162352] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DRH.txt
[2025-12-23T20:20:43.162582] [INFO ] [sig       ] [984/3557] Completed DRH in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:43.162626] [INFO ] [sig       ] [985/3557] Forecasting DRI...
[2025-12-23T20:20:43.162657] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-23T20:20:43.162687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-23T20:20:43.174995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-23T20:20:43.175371] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-23T20:20:43.176316] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-23T20:20:43.176380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:43.176418] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:43.176461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:43.176559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:43.235043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:43.235863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:43.235943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:43.235975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:43.361701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:43.361855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:43.361893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:43.361922] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:43.365279] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-23T20:20:43.365559] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-23T20:20:43.365709] [INFO ] [sig       ] DRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:43.503367] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRI.txt
[2025-12-23T20:20:43.503531] [INFO ] [sig       ] [985/3557] Completed DRI in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:43.503595] [INFO ] [sig       ] [986/3557] Forecasting DRIO...
[2025-12-23T20:20:43.503630] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-23T20:20:43.503669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-23T20:20:43.514495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-23T20:20:43.514857] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-23T20:20:43.515664] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-23T20:20:43.515731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:43.515765] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:43.515792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:43.515849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:43.570988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:43.571773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:43.571851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:43.571883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:43.688390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:43.688546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:43.688606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:43.688639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:43.692108] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-23T20:20:43.692392] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-23T20:20:43.692519] [INFO ] [sig       ] DRIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:43.837868] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRIO.txt
[2025-12-23T20:20:43.838047] [INFO ] [sig       ] [986/3557] Completed DRIO in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:43.838096] [INFO ] [sig       ] [987/3557] Forecasting DRLL...
[2025-12-23T20:20:43.838127] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-23T20:20:43.838157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-23T20:20:43.849995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-23T20:20:43.850346] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-23T20:20:43.851164] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-23T20:20:43.851218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:43.851257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:43.851297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:43.851378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:43.913661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:43.914478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:43.914566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:43.914621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:44.036717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:44.036889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:44.036928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:44.036957] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:44.040488] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-23T20:20:44.040814] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-23T20:20:44.040952] [INFO ] [sig       ] DRLL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:44.178463] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DRLL.txt
[2025-12-23T20:20:44.178802] [INFO ] [sig       ] [987/3557] Completed DRLL in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:44.178845] [INFO ] [sig       ] [988/3557] Forecasting DRMA...
[2025-12-23T20:20:44.178875] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-23T20:20:44.178904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-23T20:20:44.189992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-23T20:20:44.190325] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-23T20:20:44.191333] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-23T20:20:44.191389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:44.191422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:44.191449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:44.191506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:44.248613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:44.249375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:44.249460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:44.249493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:44.367033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:44.367191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:44.367234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:44.367264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:44.370707] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-23T20:20:44.370984] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-23T20:20:44.371111] [INFO ] [sig       ] DRMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:44.510856] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRMA.txt
[2025-12-23T20:20:44.511002] [INFO ] [sig       ] [988/3557] Completed DRMA in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:44.511042] [INFO ] [sig       ] [989/3557] Forecasting DRS...
[2025-12-23T20:20:44.511072] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-23T20:20:44.511101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-23T20:20:44.522647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-23T20:20:44.522997] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-23T20:20:44.523765] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-23T20:20:44.523817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:44.523874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:44.523902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:44.523959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:44.579523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:44.580428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:44.580519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:44.580552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:44.698551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:44.698733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:44.698776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:44.698807] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:44.705712] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-23T20:20:44.706082] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-23T20:20:44.706235] [INFO ] [sig       ] DRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:44.861357] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DRS.txt
[2025-12-23T20:20:44.861544] [INFO ] [sig       ] [989/3557] Completed DRS in 0.4s | 2.90 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-23T20:20:44.861609] [INFO ] [sig       ] [990/3557] Forecasting DRTS...
[2025-12-23T20:20:44.861643] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-23T20:20:44.861674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-23T20:20:44.873693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-23T20:20:44.874017] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-23T20:20:44.874953] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-23T20:20:44.875019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:44.875063] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:44.875103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:44.875188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:44.937066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:44.938027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:44.938118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:44.938151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:45.059497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:45.059670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:45.059711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:45.059739] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:45.063035] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-12-23T20:20:45.063303] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-23T20:20:45.063429] [INFO ] [sig       ] DRTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:45.203318] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRTS.txt
[2025-12-23T20:20:45.203478] [INFO ] [sig       ] [990/3557] Completed DRTS in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:45.203518] [INFO ] [sig       ] [991/3557] Forecasting DRUG...
[2025-12-23T20:20:45.203548] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-23T20:20:45.203602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-23T20:20:45.215445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-23T20:20:45.215863] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-23T20:20:45.216714] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-23T20:20:45.216768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:45.216891] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:45.216923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:45.216983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:45.275131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:45.275994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:45.276077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:45.276109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:45.397995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:45.398149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:45.398189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:45.398218] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:45.401702] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-23T20:20:45.402017] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-23T20:20:45.402153] [INFO ] [sig       ] DRUG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:45.542480] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRUG.txt
[2025-12-23T20:20:45.542644] [INFO ] [sig       ] [991/3557] Completed DRUG in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:45.542685] [INFO ] [sig       ] [992/3557] Forecasting DRVN...
[2025-12-23T20:20:45.542714] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-23T20:20:45.542748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-23T20:20:45.554319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-23T20:20:45.554664] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-23T20:20:45.555426] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-23T20:20:45.555479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:45.555512] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:45.555539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:45.555612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:45.613136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:45.613844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:45.613923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:45.613957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:45.735744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:45.735896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:45.735935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:45.735996] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:45.739384] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-23T20:20:45.739712] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-23T20:20:45.739845] [INFO ] [sig       ] DRVN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:45.882115] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DRVN.txt
[2025-12-23T20:20:45.882262] [INFO ] [sig       ] [992/3557] Completed DRVN in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:45.882301] [INFO ] [sig       ] [993/3557] Forecasting DSGN...
[2025-12-23T20:20:45.882331] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-23T20:20:45.882361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-23T20:20:45.894324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-23T20:20:45.894659] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-23T20:20:45.895412] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-23T20:20:45.895464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:45.895495] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:45.895522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:45.895596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:45.951305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:45.951966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:45.952060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:45.952092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:46.071192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:46.071395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:46.071439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:46.071467] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:46.074847] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-23T20:20:46.075146] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-23T20:20:46.075280] [INFO ] [sig       ] DSGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:46.215985] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DSGN.txt
[2025-12-23T20:20:46.216129] [INFO ] [sig       ] [993/3557] Completed DSGN in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:46.216168] [INFO ] [sig       ] [994/3557] Forecasting DSGX...
[2025-12-23T20:20:46.216199] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-23T20:20:46.216227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-23T20:20:46.228311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-23T20:20:46.228621] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-23T20:20:46.229395] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-23T20:20:46.229447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:46.229478] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:46.229505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:46.229564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:46.287401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:46.288229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:46.288307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:46.288340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:46.403515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:46.403686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:46.403729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:46.403758] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:46.407133] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-23T20:20:46.407403] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-23T20:20:46.407527] [INFO ] [sig       ] DSGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:46.548111] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DSGX.txt
[2025-12-23T20:20:46.548264] [INFO ] [sig       ] [994/3557] Completed DSGX in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:46.548304] [INFO ] [sig       ] [995/3557] Forecasting DSL...
[2025-12-23T20:20:46.548333] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-23T20:20:46.548363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-23T20:20:46.563037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-23T20:20:46.563494] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-23T20:20:46.564342] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-23T20:20:46.564396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:46.564429] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:46.564455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:46.564511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:46.626541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:46.627485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:46.627611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:46.627663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:46.748337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:46.748494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:46.748535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:46.748563] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:46.751937] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-23T20:20:46.752222] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-23T20:20:46.752350] [INFO ] [sig       ] DSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:46.892037] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DSL.txt
[2025-12-23T20:20:46.892206] [INFO ] [sig       ] [995/3557] Completed DSL in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:46.892245] [INFO ] [sig       ] [996/3557] Forecasting DSM...
[2025-12-23T20:20:46.892276] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-23T20:20:46.892305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-23T20:20:46.904058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-23T20:20:46.904404] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-23T20:20:46.905192] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-23T20:20:46.905244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:46.905276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:46.905303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:46.905358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:46.960156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:46.960990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:46.961068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:46.961100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:47.078755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:47.078885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:47.078925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:47.078953] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:47.082324] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-23T20:20:47.082618] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-23T20:20:47.082744] [INFO ] [sig       ] DSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:47.219806] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DSM.txt
[2025-12-23T20:20:47.219959] [INFO ] [sig       ] [996/3557] Completed DSM in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:47.219999] [INFO ] [sig       ] [997/3557] Forecasting DSP...
[2025-12-23T20:20:47.220030] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-23T20:20:47.220059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-23T20:20:47.231710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-23T20:20:47.232018] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-23T20:20:47.232786] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-23T20:20:47.232838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:47.232881] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:47.232908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:47.232964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:47.288109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:47.288849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:47.288930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:47.288963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:47.410774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:47.410924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:47.410974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:47.411012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:47.415093] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-23T20:20:47.415425] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-23T20:20:47.415566] [INFO ] [sig       ] DSP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:47.555967] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DSP.txt
[2025-12-23T20:20:47.556144] [INFO ] [sig       ] [997/3557] Completed DSP in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:47.556187] [INFO ] [sig       ] [998/3557] Forecasting DSX...
[2025-12-23T20:20:47.556217] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-23T20:20:47.556249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-23T20:20:47.569730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-23T20:20:47.570080] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-23T20:20:47.571107] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-23T20:20:47.571349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:47.571382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:47.571409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:47.571477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:47.631420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:47.632286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:47.632368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:47.632403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:47.752912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:47.753069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:47.753112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:47.753146] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:47.756706] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-23T20:20:47.757019] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-23T20:20:47.757149] [INFO ] [sig       ] DSX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:47.900350] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DSX.txt
[2025-12-23T20:20:47.900478] [INFO ] [sig       ] [998/3557] Completed DSX in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:47.900516] [INFO ] [sig       ] [999/3557] Forecasting DTB...
[2025-12-23T20:20:47.900546] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-23T20:20:47.900592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-23T20:20:47.912222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-23T20:20:47.912531] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-23T20:20:47.913344] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-23T20:20:47.913399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:47.913435] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:47.913464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:47.913521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:47.970489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:47.971128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:47.971227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:47.971261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:48.082876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:48.083007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:48.083045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:48.083073] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:48.086308] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-23T20:20:48.086595] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-23T20:20:48.086722] [INFO ] [sig       ] DTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:48.223137] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DTB.txt
[2025-12-23T20:20:48.223260] [INFO ] [sig       ] [999/3557] Completed DTB in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:48.223299] [INFO ] [sig       ] [1000/3557] Forecasting DTE...
[2025-12-23T20:20:48.223330] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-23T20:20:48.223359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-23T20:20:48.235272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-23T20:20:48.235561] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-23T20:20:48.236346] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-23T20:20:48.236398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:48.236430] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:48.236456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:48.236512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:48.293829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:48.294699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:48.294779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:48.294811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:48.408404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:48.408567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:48.408629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:48.408657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:48.412090] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2025-12-23T20:20:48.412421] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-23T20:20:48.412562] [INFO ] [sig       ] DTE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:48.550001] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DTE.txt
[2025-12-23T20:20:48.550174] [INFO ] [sig       ] [1000/3557] Completed DTE in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:48.550214] [INFO ] [sig       ] [1001/3557] Forecasting DTG...
[2025-12-23T20:20:48.550250] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-23T20:20:48.550280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-23T20:20:48.562293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-23T20:20:48.562698] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-23T20:20:48.563510] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-23T20:20:48.563563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:48.563619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:48.563648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:48.563705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:48.619290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:48.620163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:48.620243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:48.620275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:48.735033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:48.735204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:48.735245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:48.735272] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:48.738608] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-23T20:20:48.738891] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-23T20:20:48.739021] [INFO ] [sig       ] DTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:48.876672] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DTG.txt
[2025-12-23T20:20:48.876817] [INFO ] [sig       ] [1001/3557] Completed DTG in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-23T20:20:48.876856] [INFO ] [sig       ] [1002/3557] Forecasting DTIL...
[2025-12-23T20:20:48.876884] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-23T20:20:48.876914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-23T20:20:48.888423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-23T20:20:48.888811] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-23T20:20:48.889621] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-23T20:20:48.889674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:48.889705] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:48.889731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:48.889787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:48.945024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:48.945869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:48.945949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:48.945982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:49.061703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:49.061849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:49.061890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:49.061920] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:49.065386] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-23T20:20:49.065686] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-23T20:20:49.065814] [INFO ] [sig       ] DTIL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:49.203240] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DTIL.txt
[2025-12-23T20:20:49.203404] [INFO ] [sig       ] [1002/3557] Completed DTIL in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-23T20:20:49.203445] [INFO ] [sig       ] [1003/3557] Forecasting DTM...
[2025-12-23T20:20:49.203476] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-23T20:20:49.203505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-23T20:20:49.214911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-23T20:20:49.215220] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-23T20:20:49.216016] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-23T20:20:49.216069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:49.216102] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:49.216129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:49.216185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:49.272045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:49.272687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:49.272762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:49.272793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:49.393696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:49.393842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:49.393883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:49.393912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:49.397334] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-23T20:20:49.397622] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-23T20:20:49.397751] [INFO ] [sig       ] DTM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:49.537204] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DTM.txt
[2025-12-23T20:20:49.537331] [INFO ] [sig       ] [1003/3557] Completed DTM in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-23T20:20:49.537369] [INFO ] [sig       ] [1004/3557] Forecasting DUK...
[2025-12-23T20:20:49.537398] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-23T20:20:49.537429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-23T20:20:49.549229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-23T20:20:49.549554] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-23T20:20:49.550355] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-23T20:20:49.550408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:49.550441] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:49.550469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:49.550525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:49.606768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:49.607414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:49.607490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:49.607524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:49.722260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:49.722404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:49.722443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:49.722488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:49.725793] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-12-23T20:20:49.726086] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-23T20:20:49.726218] [INFO ] [sig       ] DUK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:49.863330] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DUK.txt
[2025-12-23T20:20:49.863465] [INFO ] [sig       ] [1004/3557] Completed DUK in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-23T20:20:49.863503] [INFO ] [sig       ] [1005/3557] Forecasting DUKB...
[2025-12-23T20:20:49.863533] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-23T20:20:49.863562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-23T20:20:49.874823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-23T20:20:49.875117] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-23T20:20:49.875896] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-23T20:20:49.875949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:49.875982] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:49.876010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:49.876067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:49.932164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:49.932839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:49.932915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:49.932948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:50.054470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:50.054633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:50.054672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:50.054701] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:50.058001] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-23T20:20:50.058273] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-23T20:20:50.058396] [INFO ] [sig       ] DUKB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:50.195337] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DUKB.txt
[2025-12-23T20:20:50.195471] [INFO ] [sig       ] [1005/3557] Completed DUKB in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-23T20:20:50.195511] [INFO ] [sig       ] [1006/3557] Forecasting DUOL...
[2025-12-23T20:20:50.195542] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-23T20:20:50.195587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-23T20:20:50.207004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-23T20:20:50.207293] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-23T20:20:50.208122] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-23T20:20:50.208174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:50.208244] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:50.208273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:50.208328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:50.263949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:50.264711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:50.264790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:50.264836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:50.385503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:50.385669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:50.385709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:50.385739] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:50.389109] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-23T20:20:50.389401] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-23T20:20:50.389530] [INFO ] [sig       ] DUOL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:50.529172] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DUOL.txt
[2025-12-23T20:20:50.529325] [INFO ] [sig       ] [1006/3557] Completed DUOL in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:50.529365] [INFO ] [sig       ] [1007/3557] Forecasting DVA...
[2025-12-23T20:20:50.529394] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-23T20:20:50.529423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-23T20:20:50.541290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-23T20:20:50.541562] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-23T20:20:50.542343] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-23T20:20:50.542394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:50.542426] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:50.542452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:50.542507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:50.599499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:50.600149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:50.600227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:50.600259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:50.722737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:50.722888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:50.722929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:50.722958] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:50.726270] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-23T20:20:50.726535] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-23T20:20:50.726676] [INFO ] [sig       ] DVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:50.867103] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DVA.txt
[2025-12-23T20:20:50.867236] [INFO ] [sig       ] [1007/3557] Completed DVA in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:50.867274] [INFO ] [sig       ] [1008/3557] Forecasting DVAX...
[2025-12-23T20:20:50.867303] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-23T20:20:50.867333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-23T20:20:50.878656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-23T20:20:50.878955] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-23T20:20:50.879799] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-23T20:20:50.879853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:50.879885] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:50.879924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:50.879982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:50.935838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:50.936617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:50.936697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:50.936729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:51.058916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:51.059066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:51.059106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:51.059133] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:51.062432] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-12-23T20:20:51.062726] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-23T20:20:51.062848] [INFO ] [sig       ] DVAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:51.204026] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DVAX.txt
[2025-12-23T20:20:51.204161] [INFO ] [sig       ] [1008/3557] Completed DVAX in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:51.204200] [INFO ] [sig       ] [1009/3557] Forecasting DVN...
[2025-12-23T20:20:51.204230] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-23T20:20:51.204261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-23T20:20:51.215938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-23T20:20:51.216239] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-23T20:20:51.216998] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-23T20:20:51.217060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:51.217098] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:51.217131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:51.217198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:51.273459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:51.274327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:51.274410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:51.274443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:51.398683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:51.398834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:51.398873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:51.398937] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:51.402339] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-23T20:20:51.402622] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-23T20:20:51.402746] [INFO ] [sig       ] DVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:51.542253] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DVN.txt
[2025-12-23T20:20:51.542378] [INFO ] [sig       ] [1009/3557] Completed DVN in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:51.542418] [INFO ] [sig       ] [1010/3557] Forecasting DWAS...
[2025-12-23T20:20:51.542447] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-23T20:20:51.542477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-23T20:20:51.553105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-23T20:20:51.553407] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-23T20:20:51.554195] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-23T20:20:51.554248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:51.554278] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:51.554305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:51.554360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:51.611039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:51.611884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:51.611966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:51.612000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:51.734440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:51.734615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:51.734657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:51.734685] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:51.737988] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-23T20:20:51.738259] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-23T20:20:51.738382] [INFO ] [sig       ] DWAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:51.881442] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DWAS.txt
[2025-12-23T20:20:51.881595] [INFO ] [sig       ] [1010/3557] Completed DWAS in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:51.881638] [INFO ] [sig       ] [1011/3557] Forecasting DWSH...
[2025-12-23T20:20:51.881667] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-23T20:20:51.881697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-23T20:20:51.891808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-23T20:20:51.892129] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-23T20:20:51.892903] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-23T20:20:51.892955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:51.892986] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:51.893012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:51.893068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:51.948338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:51.949176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:51.949284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:51.949316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:52.053271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:52.053435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:52.053477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:52.053507] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:52.057654] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-23T20:20:52.058002] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-23T20:20:52.058148] [INFO ] [sig       ] DWSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:52.202756] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DWSH.txt
[2025-12-23T20:20:52.202920] [INFO ] [sig       ] [1011/3557] Completed DWSH in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:52.202963] [INFO ] [sig       ] [1012/3557] Forecasting DX...
[2025-12-23T20:20:52.202995] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-23T20:20:52.203034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-23T20:20:52.214951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-23T20:20:52.215338] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-23T20:20:52.216167] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-23T20:20:52.216233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:52.216265] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:52.216293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:52.216348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:52.274876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:52.275743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:52.275824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:52.275858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:52.397178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:52.397337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:52.397376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:52.397404] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:52.400793] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-23T20:20:52.401070] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-23T20:20:52.401200] [INFO ] [sig       ] DX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:52.541887] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/DX.txt
[2025-12-23T20:20:52.542047] [INFO ] [sig       ] [1012/3557] Completed DX in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:52.542091] [INFO ] [sig       ] [1013/3557] Forecasting DXC...
[2025-12-23T20:20:52.542122] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-23T20:20:52.542152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-23T20:20:52.553865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-23T20:20:52.554205] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-23T20:20:52.554996] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-23T20:20:52.555049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:52.555081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:52.555109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:52.555165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:52.613855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:52.614747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:52.614828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:52.614861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:52.738812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:52.738976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:52.739026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:52.739057] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:52.742865] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-23T20:20:52.743172] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-23T20:20:52.743310] [INFO ] [sig       ] DXC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:52.886318] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DXC.txt
[2025-12-23T20:20:52.886531] [INFO ] [sig       ] [1013/3557] Completed DXC in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:52.886601] [INFO ] [sig       ] [1014/3557] Forecasting DXCM...
[2025-12-23T20:20:52.886635] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-23T20:20:52.886665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-23T20:20:52.898607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-23T20:20:52.898933] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-23T20:20:52.899729] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-23T20:20:52.899782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:52.899812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:52.899837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:52.899892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:52.958305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:52.959159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:52.959256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:52.959289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:53.081031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:53.081187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:53.081227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:53.081255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:53.084587] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-23T20:20:53.084868] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-23T20:20:53.084992] [INFO ] [sig       ] DXCM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:53.224034] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DXCM.txt
[2025-12-23T20:20:53.224226] [INFO ] [sig       ] [1014/3557] Completed DXCM in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:53.224267] [INFO ] [sig       ] [1015/3557] Forecasting DXPE...
[2025-12-23T20:20:53.224297] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-23T20:20:53.224325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-23T20:20:53.235918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-23T20:20:53.236260] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-23T20:20:53.237031] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-23T20:20:53.237082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:53.237113] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:53.237140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:53.237196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:53.292730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:53.293549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:53.293645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:53.293679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:53.415143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:53.415425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:53.415472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:53.415503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:53.419195] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-12-23T20:20:53.419486] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-23T20:20:53.419659] [INFO ] [sig       ] DXPE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:53.560691] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DXPE.txt
[2025-12-23T20:20:53.560875] [INFO ] [sig       ] [1015/3557] Completed DXPE in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:53.560925] [INFO ] [sig       ] [1016/3557] Forecasting DY...
[2025-12-23T20:20:53.560961] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-23T20:20:53.560993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-23T20:20:53.573242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-23T20:20:53.573608] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-23T20:20:53.574384] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-23T20:20:53.574435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:53.574466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:53.574493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:53.574548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:53.630321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:53.631181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:53.631310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:53.631344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:53.752837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:53.752990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:53.753031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:53.753059] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:53.756356] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-12-23T20:20:53.756641] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-23T20:20:53.756763] [INFO ] [sig       ] DY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:53.896799] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DY.txt
[2025-12-23T20:20:53.896933] [INFO ] [sig       ] [1016/3557] Completed DY in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:53.896973] [INFO ] [sig       ] [1017/3557] Forecasting DYN...
[2025-12-23T20:20:53.897003] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-23T20:20:53.897033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-23T20:20:53.907991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-23T20:20:53.908285] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-23T20:20:53.909091] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-23T20:20:53.909145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:53.909177] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:53.909232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:53.909290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:53.966194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:53.966972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:53.967048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:53.967082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:54.092875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:54.093044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:54.093085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:54.093118] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:54.096635] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-23T20:20:54.096960] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-23T20:20:54.097107] [INFO ] [sig       ] DYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:54.249202] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/DYN.txt
[2025-12-23T20:20:54.249343] [INFO ] [sig       ] [1017/3557] Completed DYN in 0.4s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:54.249383] [INFO ] [sig       ] [1018/3557] Forecasting E...
[2025-12-23T20:20:54.249415] [INFO ] [sig       ] Generating forecast for: E
[2025-12-23T20:20:54.249445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-23T20:20:54.260407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-23T20:20:54.260777] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-23T20:20:54.261563] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-23T20:20:54.261638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:54.261671] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:54.261697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:54.261753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:54.317564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:54.318256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:54.318334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:54.318366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:54.442956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:54.443123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:54.443168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:54.443199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:54.447013] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-23T20:20:54.447404] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-23T20:20:54.447623] [INFO ] [sig       ] E: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:54.602257] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/E.txt
[2025-12-23T20:20:54.602412] [INFO ] [sig       ] [1018/3557] Completed E in 0.4s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:54.602453] [INFO ] [sig       ] [1019/3557] Forecasting EA...
[2025-12-23T20:20:54.602485] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-23T20:20:54.602516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-23T20:20:54.616092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-23T20:20:54.616350] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-23T20:20:54.617113] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-23T20:20:54.617164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:54.617197] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:54.617222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:54.617277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:54.673217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:54.674088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:54.674165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:54.674199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:54.805340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:54.805494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:54.805534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:54.805563] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:54.808881] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-12-23T20:20:54.809148] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-23T20:20:54.809285] [INFO ] [sig       ] EA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:54.954200] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EA.txt
[2025-12-23T20:20:54.954395] [INFO ] [sig       ] [1019/3557] Completed EA in 0.4s | 2.90 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-23T20:20:54.954435] [INFO ] [sig       ] [1020/3557] Forecasting EAF...
[2025-12-23T20:20:54.954465] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-23T20:20:54.954495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-23T20:20:54.967066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-23T20:20:54.967372] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-23T20:20:54.968167] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-23T20:20:54.968222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:54.968254] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:54.968281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:54.968337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:55.024213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:55.025081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:55.025192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:55.025231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:55.144028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:55.144179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:55.144220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:55.144249] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:55.147555] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-23T20:20:55.147838] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-23T20:20:55.147959] [INFO ] [sig       ] EAF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:55.290707] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EAF.txt
[2025-12-23T20:20:55.290846] [INFO ] [sig       ] [1020/3557] Completed EAF in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-23T20:20:55.290885] [INFO ] [sig       ] [1021/3557] Forecasting EAI...
[2025-12-23T20:20:55.290914] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-23T20:20:55.290944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-23T20:20:55.301730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-23T20:20:55.301992] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-23T20:20:55.302756] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-23T20:20:55.302808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:55.302850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:55.302878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:55.302934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:55.358694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:55.359513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:55.359621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:55.359656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:55.472997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:55.473156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:55.473196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:55.473224] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:55.476537] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-23T20:20:55.476842] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-23T20:20:55.476969] [INFO ] [sig       ] EAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:55.615014] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EAI.txt
[2025-12-23T20:20:55.615142] [INFO ] [sig       ] [1021/3557] Completed EAI in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-23T20:20:55.615180] [INFO ] [sig       ] [1022/3557] Forecasting EARN...
[2025-12-23T20:20:55.615210] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-23T20:20:55.615238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-23T20:20:55.626610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-23T20:20:55.626872] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-23T20:20:55.627635] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-23T20:20:55.627686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:55.627717] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:55.627744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:55.627799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:55.683022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:55.683797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:55.683871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:55.683903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:55.803291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:55.803417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:55.803454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:55.803483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:55.806707] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-23T20:20:55.806971] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-23T20:20:55.807093] [INFO ] [sig       ] EARN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:55.947293] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EARN.txt
[2025-12-23T20:20:55.947437] [INFO ] [sig       ] [1022/3557] Completed EARN in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:55.947475] [INFO ] [sig       ] [1023/3557] Forecasting EB...
[2025-12-23T20:20:55.947505] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-23T20:20:55.947534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-23T20:20:55.958713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-23T20:20:55.959062] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-23T20:20:55.959855] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-23T20:20:55.959906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:55.959963] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:55.959991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:55.960047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:56.017929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:56.018531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:56.018623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:56.018656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:56.137643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:56.137746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:56.137780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:56.137808] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:56.140925] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-23T20:20:56.141184] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-23T20:20:56.141314] [INFO ] [sig       ] EB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:56.279669] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EB.txt
[2025-12-23T20:20:56.279825] [INFO ] [sig       ] [1023/3557] Completed EB in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:56.279866] [INFO ] [sig       ] [1024/3557] Forecasting EBAY...
[2025-12-23T20:20:56.279896] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-23T20:20:56.279927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-23T20:20:56.296177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-23T20:20:56.296730] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-23T20:20:56.297948] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-23T20:20:56.298022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:56.298074] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:56.298120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:56.298213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:56.366665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:56.367569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:56.367686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:56.367720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:56.492215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:56.492380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:56.492421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:56.492453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:56.496553] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2025-12-23T20:20:56.496969] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-23T20:20:56.497150] [INFO ] [sig       ] EBAY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:56.640793] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EBAY.txt
[2025-12-23T20:20:56.640961] [INFO ] [sig       ] [1024/3557] Completed EBAY in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:56.641009] [INFO ] [sig       ] [1025/3557] Forecasting EBC...
[2025-12-23T20:20:56.641049] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-23T20:20:56.641080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-23T20:20:56.653036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-23T20:20:56.653377] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-23T20:20:56.654188] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-23T20:20:56.654241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:56.654274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:56.654303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:56.654359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:56.710569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:56.711387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:56.711467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:56.711501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:56.831733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:56.831888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:56.831928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:56.831957] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:56.835373] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-12-23T20:20:56.835662] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-23T20:20:56.835788] [INFO ] [sig       ] EBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:56.973362] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EBC.txt
[2025-12-23T20:20:56.973488] [INFO ] [sig       ] [1025/3557] Completed EBC in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:56.973526] [INFO ] [sig       ] [1026/3557] Forecasting EBF...
[2025-12-23T20:20:56.973563] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-23T20:20:56.973627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-23T20:20:56.985001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-23T20:20:56.985307] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-23T20:20:56.986064] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-23T20:20:56.986116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:56.986147] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:56.986174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:56.986230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:57.041249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:57.041912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:57.041987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:57.042019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:57.160966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:57.161117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:57.161158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:57.161227] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:57.164626] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-23T20:20:57.164896] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-23T20:20:57.165020] [INFO ] [sig       ] EBF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:57.306167] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EBF.txt
[2025-12-23T20:20:57.306328] [INFO ] [sig       ] [1026/3557] Completed EBF in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:57.306369] [INFO ] [sig       ] [1027/3557] Forecasting EBON...
[2025-12-23T20:20:57.306399] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-23T20:20:57.306428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-23T20:20:57.316538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-23T20:20:57.316849] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-23T20:20:57.317636] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-23T20:20:57.317687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:57.317718] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:57.317744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:57.317800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:57.373981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:57.374848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:57.374932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:57.374965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:57.473270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:57.473433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:57.473473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:57.473501] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:57.476806] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-12-23T20:20:57.477071] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-23T20:20:57.477193] [INFO ] [sig       ] EBON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:57.617968] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EBON.txt
[2025-12-23T20:20:57.618171] [INFO ] [sig       ] [1027/3557] Completed EBON in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:57.618219] [INFO ] [sig       ] [1028/3557] Forecasting EBS...
[2025-12-23T20:20:57.618252] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-23T20:20:57.618284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-23T20:20:57.630980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-23T20:20:57.631362] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-23T20:20:57.632224] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-23T20:20:57.632284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:57.632331] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:57.632372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:57.632444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:57.697974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:57.698941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:57.699028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:57.699061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:57.832796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:57.832951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:57.832992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:57.833037] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:57.836344] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-23T20:20:57.836628] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-23T20:20:57.836752] [INFO ] [sig       ] EBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:57.977257] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EBS.txt
[2025-12-23T20:20:57.977398] [INFO ] [sig       ] [1028/3557] Completed EBS in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:57.977438] [INFO ] [sig       ] [1029/3557] Forecasting EC...
[2025-12-23T20:20:57.977469] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-23T20:20:57.977500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-23T20:20:57.989203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-23T20:20:57.989469] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-23T20:20:57.990227] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-23T20:20:57.990289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:57.990326] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:57.990359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:57.990419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:58.045910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:58.046479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:58.046565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:58.046614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:58.167022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:58.167127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:58.167165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:58.167193] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:58.170301] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-23T20:20:58.170558] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-23T20:20:58.170704] [INFO ] [sig       ] EC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:58.309881] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EC.txt
[2025-12-23T20:20:58.310024] [INFO ] [sig       ] [1029/3557] Completed EC in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:58.310063] [INFO ] [sig       ] [1030/3557] Forecasting ECC...
[2025-12-23T20:20:58.310092] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-23T20:20:58.310122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-23T20:20:58.321458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-23T20:20:58.321818] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-23T20:20:58.322594] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-23T20:20:58.322648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:58.322680] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:58.322706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:58.322761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:58.377643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:58.378331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:58.378407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:58.378437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:58.491377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:58.491537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:58.491597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:58.491629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:58.494971] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-23T20:20:58.495249] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-23T20:20:58.495376] [INFO ] [sig       ] ECC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:58.633215] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ECC.txt
[2025-12-23T20:20:58.633351] [INFO ] [sig       ] [1030/3557] Completed ECC in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:58.633389] [INFO ] [sig       ] [1031/3557] Forecasting ECL...
[2025-12-23T20:20:58.633419] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-23T20:20:58.633449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-23T20:20:58.645671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-23T20:20:58.645988] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-23T20:20:58.646756] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-23T20:20:58.646808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:58.646839] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:58.646866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:58.646921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:58.703012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:58.703765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:58.703842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:58.703873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:58.821780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:58.821944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:58.821985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:58.822015] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:58.825393] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-23T20:20:58.825691] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-23T20:20:58.825818] [INFO ] [sig       ] ECL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:58.967241] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ECL.txt
[2025-12-23T20:20:58.967382] [INFO ] [sig       ] [1031/3557] Completed ECL in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:58.967421] [INFO ] [sig       ] [1032/3557] Forecasting ECPG...
[2025-12-23T20:20:58.967451] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-23T20:20:58.967480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-23T20:20:58.979346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-23T20:20:58.979690] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-23T20:20:58.980445] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-23T20:20:58.980497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:58.980527] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:58.980553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:58.980639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:59.035992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:59.036698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:59.036775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:59.036807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:59.151320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:59.151473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:59.151514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:59.151542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:59.154862] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-23T20:20:59.155135] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-23T20:20:59.155267] [INFO ] [sig       ] ECPG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:59.292153] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ECPG.txt
[2025-12-23T20:20:59.292298] [INFO ] [sig       ] [1032/3557] Completed ECPG in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:59.292338] [INFO ] [sig       ] [1033/3557] Forecasting ECX...
[2025-12-23T20:20:59.292368] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-23T20:20:59.292398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-23T20:20:59.304925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-23T20:20:59.305255] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-23T20:20:59.306053] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-23T20:20:59.306107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:59.306138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:59.306166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:59.306222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:59.371733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:59.372606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:59.372736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:59.372782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:59.491548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:59.491734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:59.491775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:59.491805] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:59.495401] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-23T20:20:59.495720] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-23T20:20:59.495854] [INFO ] [sig       ] ECX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:20:59.633214] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ECX.txt
[2025-12-23T20:20:59.633373] [INFO ] [sig       ] [1033/3557] Completed ECX in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:59.633413] [INFO ] [sig       ] [1034/3557] Forecasting ED...
[2025-12-23T20:20:59.633444] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-23T20:20:59.633674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-23T20:20:59.648928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-23T20:20:59.649264] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-23T20:20:59.650052] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-23T20:20:59.650114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:59.650147] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:59.650174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:59.650230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:20:59.706509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:20:59.707319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:20:59.707433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:20:59.707469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:20:59.828287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:20:59.828399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:20:59.828436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:20:59.828464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:20:59.831626] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-23T20:20:59.831888] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-23T20:20:59.832008] [INFO ] [sig       ] ED: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:20:59.971868] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ED.txt
[2025-12-23T20:20:59.971988] [INFO ] [sig       ] [1034/3557] Completed ED in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:20:59.972038] [INFO ] [sig       ] [1035/3557] Forecasting EDAP...
[2025-12-23T20:20:59.972070] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-23T20:20:59.972098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-23T20:20:59.983267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-23T20:20:59.983527] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-23T20:20:59.984280] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-23T20:20:59.984332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:20:59.984363] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:20:59.984389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:20:59.984444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:00.041431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:00.042058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:00.042134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:00.042165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:00.157349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:00.157494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:00.157533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:00.157561] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:00.160953] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-23T20:21:00.161226] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-23T20:21:00.161350] [INFO ] [sig       ] EDAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:00.299809] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EDAP.txt
[2025-12-23T20:21:00.299945] [INFO ] [sig       ] [1035/3557] Completed EDAP in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:21:00.299987] [INFO ] [sig       ] [1036/3557] Forecasting EDBL...
[2025-12-23T20:21:00.300017] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-23T20:21:00.300047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-23T20:21:00.311673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-23T20:21:00.312014] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-23T20:21:00.313008] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-23T20:21:00.313061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:00.313094] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:00.313120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:00.313177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:00.368773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:00.369381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:00.369458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:00.369489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:00.490535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:00.490704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:00.490746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:00.490776] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:00.494169] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-23T20:21:00.494455] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-23T20:21:00.494599] [INFO ] [sig       ] EDBL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:00.635336] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EDBL.txt
[2025-12-23T20:21:00.635486] [INFO ] [sig       ] [1036/3557] Completed EDBL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:21:00.635547] [INFO ] [sig       ] [1037/3557] Forecasting EDD...
[2025-12-23T20:21:00.635595] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-23T20:21:00.635627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-23T20:21:00.649891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-23T20:21:00.650188] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-23T20:21:00.650988] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-23T20:21:00.651040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:00.651072] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:00.651099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:00.651154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:00.709140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:00.709917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:00.710027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:00.710063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:00.835735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:00.835879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:00.835918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:00.835948] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:00.839709] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-23T20:21:00.839985] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-23T20:21:00.840112] [INFO ] [sig       ] EDD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:00.988161] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EDD.txt
[2025-12-23T20:21:00.988310] [INFO ] [sig       ] [1037/3557] Completed EDD in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-23T20:21:00.988374] [INFO ] [sig       ] [1038/3557] Forecasting EDF...
[2025-12-23T20:21:00.988413] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-23T20:21:00.988449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-23T20:21:01.000359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-23T20:21:01.000677] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-23T20:21:01.001434] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-23T20:21:01.001487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:01.001519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:01.001547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:01.001626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:01.060600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:01.061290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:01.061376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:01.061410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:01.182262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:01.182630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:01.182672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:01.182702] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:01.186254] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-23T20:21:01.186530] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-23T20:21:01.186678] [INFO ] [sig       ] EDF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:01.326855] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EDF.txt
[2025-12-23T20:21:01.327005] [INFO ] [sig       ] [1038/3557] Completed EDF in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-23T20:21:01.327051] [INFO ] [sig       ] [1039/3557] Forecasting EDN...
[2025-12-23T20:21:01.327084] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-23T20:21:01.327114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-23T20:21:01.338845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-23T20:21:01.339267] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-23T20:21:01.340260] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-23T20:21:01.340314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:01.340346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:01.340372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:01.340636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:01.397948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:01.399022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:01.399113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:01.399147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:01.522827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:01.523075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:01.523137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:01.523180] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:01.529515] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-23T20:21:01.530153] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-23T20:21:01.530400] [INFO ] [sig       ] EDN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:01.674772] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EDN.txt
[2025-12-23T20:21:01.674907] [INFO ] [sig       ] [1039/3557] Completed EDN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:01.674970] [INFO ] [sig       ] [1040/3557] Forecasting EE...
[2025-12-23T20:21:01.675002] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-23T20:21:01.675032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-23T20:21:01.688145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-23T20:21:01.688511] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-23T20:21:01.689384] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-23T20:21:01.689442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:01.689503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:01.689532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:01.689616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:01.756472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:01.757607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:01.757730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:01.757772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:01.894149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:01.894328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:01.894378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:01.894412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:01.898403] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-23T20:21:01.898719] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-23T20:21:01.898853] [INFO ] [sig       ] EE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:02.060339] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EE.txt
[2025-12-23T20:21:02.060718] [INFO ] [sig       ] [1040/3557] Completed EE in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:02.060761] [INFO ] [sig       ] [1041/3557] Forecasting EEMA...
[2025-12-23T20:21:02.060793] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-23T20:21:02.060823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-23T20:21:02.072910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-23T20:21:02.073271] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-23T20:21:02.074073] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-23T20:21:02.074126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:02.074157] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:02.074182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:02.074237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:02.132469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:02.133377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:02.133461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:02.133493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:02.264013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:02.264167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:02.264224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:02.264254] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:02.267604] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-23T20:21:02.267883] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-23T20:21:02.268016] [INFO ] [sig       ] EEMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:02.414662] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EEMA.txt
[2025-12-23T20:21:02.414822] [INFO ] [sig       ] [1041/3557] Completed EEMA in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:02.414862] [INFO ] [sig       ] [1042/3557] Forecasting EEX...
[2025-12-23T20:21:02.414893] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-23T20:21:02.414923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-23T20:21:02.427242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-23T20:21:02.427643] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-23T20:21:02.428411] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-23T20:21:02.428464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:02.428496] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:02.428523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:02.428606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:02.485121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:02.485980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:02.486063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:02.486096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:02.604402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:02.604775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:02.604818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:02.604846] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:02.608661] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-23T20:21:02.608965] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-23T20:21:02.609098] [INFO ] [sig       ] EEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:02.749438] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EEX.txt
[2025-12-23T20:21:02.749617] [INFO ] [sig       ] [1042/3557] Completed EEX in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:02.749659] [INFO ] [sig       ] [1043/3557] Forecasting EFC...
[2025-12-23T20:21:02.749689] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-23T20:21:02.749720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-23T20:21:02.761792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-23T20:21:02.762163] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-23T20:21:02.762946] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-23T20:21:02.762999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:02.763029] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:02.763055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:02.763112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:02.821147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:02.822221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:02.822324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:02.822357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:02.936939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:02.937097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:02.937137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:02.937199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:02.940536] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-23T20:21:02.940832] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-23T20:21:02.940954] [INFO ] [sig       ] EFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:03.080700] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EFC.txt
[2025-12-23T20:21:03.080843] [INFO ] [sig       ] [1043/3557] Completed EFC in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:03.080882] [INFO ] [sig       ] [1044/3557] Forecasting EFSC...
[2025-12-23T20:21:03.080913] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-23T20:21:03.080942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-23T20:21:03.092805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-23T20:21:03.093136] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-23T20:21:03.093956] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-23T20:21:03.094017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:03.094058] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:03.094092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:03.094153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:03.150640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:03.151380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:03.151466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:03.151499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:03.269653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:03.269817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:03.269861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:03.269889] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:03.273255] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-23T20:21:03.273531] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-23T20:21:03.273677] [INFO ] [sig       ] EFSC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:03.410355] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EFSC.txt
[2025-12-23T20:21:03.410529] [INFO ] [sig       ] [1044/3557] Completed EFSC in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:03.410585] [INFO ] [sig       ] [1045/3557] Forecasting EFX...
[2025-12-23T20:21:03.410618] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-23T20:21:03.410647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-23T20:21:03.422346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-23T20:21:03.422714] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-23T20:21:03.423470] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-23T20:21:03.423522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:03.423565] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:03.423635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:03.423693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:03.478817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:03.479609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:03.479690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:03.479722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:03.603068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:03.603263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:03.603320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:03.603370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:03.608542] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-23T20:21:03.609084] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-23T20:21:03.609325] [INFO ] [sig       ] EFX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:03.775814] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EFX.txt
[2025-12-23T20:21:03.775979] [INFO ] [sig       ] [1045/3557] Completed EFX in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:03.776019] [INFO ] [sig       ] [1046/3557] Forecasting EG...
[2025-12-23T20:21:03.776048] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-23T20:21:03.776080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-23T20:21:03.787649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-23T20:21:03.788048] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-23T20:21:03.788861] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-23T20:21:03.788914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:03.788945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:03.788970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:03.789025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:03.844117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:03.845011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:03.845118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:03.845152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:03.964963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:03.965125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:03.965167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:03.965195] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:03.969123] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-12-23T20:21:03.969592] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-23T20:21:03.969736] [INFO ] [sig       ] EG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:04.112027] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EG.txt
[2025-12-23T20:21:04.112206] [INFO ] [sig       ] [1046/3557] Completed EG in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:04.112248] [INFO ] [sig       ] [1047/3557] Forecasting EGAN...
[2025-12-23T20:21:04.112278] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-23T20:21:04.112311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-23T20:21:04.125113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-23T20:21:04.125633] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-23T20:21:04.126503] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-23T20:21:04.126559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:04.126612] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:04.126640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:04.126696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:04.196118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:04.197208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:04.197300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:04.197334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:04.324601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:04.324754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:04.324794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:04.324825] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:04.328219] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-23T20:21:04.328497] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-23T20:21:04.328644] [INFO ] [sig       ] EGAN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:04.521682] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EGAN.txt
[2025-12-23T20:21:04.521831] [INFO ] [sig       ] [1047/3557] Completed EGAN in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:04.521871] [INFO ] [sig       ] [1048/3557] Forecasting EGBN...
[2025-12-23T20:21:04.521901] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-23T20:21:04.521929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-23T20:21:04.533987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-23T20:21:04.534335] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-23T20:21:04.535173] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-23T20:21:04.535229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:04.535262] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:04.535290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:04.535359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:04.592852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:04.593612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:04.593692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:04.593725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:04.710773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:04.710926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:04.710968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:04.710997] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:04.714445] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-23T20:21:04.714749] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-23T20:21:04.714883] [INFO ] [sig       ] EGBN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:04.863797] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EGBN.txt
[2025-12-23T20:21:04.863980] [INFO ] [sig       ] [1048/3557] Completed EGBN in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:04.864024] [INFO ] [sig       ] [1049/3557] Forecasting EGP...
[2025-12-23T20:21:04.864061] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-23T20:21:04.864093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-23T20:21:04.876350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-23T20:21:04.876703] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-23T20:21:04.877480] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-23T20:21:04.877534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:04.877566] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:04.877621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:04.877677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:04.935078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:04.936021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:04.936106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:04.936140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:05.058436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:05.058613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:05.058658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:05.058688] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:05.062162] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-23T20:21:05.062461] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-23T20:21:05.062802] [INFO ] [sig       ] EGP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:05.202551] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EGP.txt
[2025-12-23T20:21:05.202727] [INFO ] [sig       ] [1049/3557] Completed EGP in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:05.202767] [INFO ] [sig       ] [1050/3557] Forecasting EGY...
[2025-12-23T20:21:05.202798] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-23T20:21:05.202828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-23T20:21:05.214627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-23T20:21:05.214942] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-23T20:21:05.215712] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-23T20:21:05.215764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:05.215796] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:05.215824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:05.215880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:05.274924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:05.275747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:05.275861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:05.275895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:05.391823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:05.391971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:05.392011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:05.392040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:05.395408] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-23T20:21:05.395700] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-23T20:21:05.395825] [INFO ] [sig       ] EGY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:05.534235] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EGY.txt
[2025-12-23T20:21:05.534365] [INFO ] [sig       ] [1050/3557] Completed EGY in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:05.534405] [INFO ] [sig       ] [1051/3557] Forecasting EH...
[2025-12-23T20:21:05.534434] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-23T20:21:05.534464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-23T20:21:05.548370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-23T20:21:05.548821] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-23T20:21:05.549822] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-23T20:21:05.549882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:05.549914] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:05.549965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:05.550059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:05.608519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:05.609477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:05.609566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:05.609618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:05.729529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:05.729718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:05.729760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:05.729789] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:05.733553] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2025-12-23T20:21:05.733957] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-23T20:21:05.734105] [INFO ] [sig       ] EH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:05.899162] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EH.txt
[2025-12-23T20:21:05.899398] [INFO ] [sig       ] [1051/3557] Completed EH in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:05.899443] [INFO ] [sig       ] [1052/3557] Forecasting EHAB...
[2025-12-23T20:21:05.899475] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-23T20:21:05.899505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-23T20:21:05.910884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-23T20:21:05.911243] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-23T20:21:05.912028] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-23T20:21:05.912081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:05.912112] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:05.912138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:05.912193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:05.968117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:05.968989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:05.969073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:05.969105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:06.093354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:06.093516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:06.093556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:06.093616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:06.097116] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-12-23T20:21:06.097419] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-23T20:21:06.097551] [INFO ] [sig       ] EHAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:06.238163] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EHAB.txt
[2025-12-23T20:21:06.238319] [INFO ] [sig       ] [1052/3557] Completed EHAB in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:06.238360] [INFO ] [sig       ] [1053/3557] Forecasting EHC...
[2025-12-23T20:21:06.238392] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-23T20:21:06.238421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-23T20:21:06.251054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-23T20:21:06.251484] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-23T20:21:06.252511] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-23T20:21:06.252616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:06.252668] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:06.252710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:06.252774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:06.311761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:06.312682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:06.312771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:06.312805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:06.428897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:06.429057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:06.429099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:06.429130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:06.432542] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-23T20:21:06.432852] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-23T20:21:06.432985] [INFO ] [sig       ] EHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:06.574614] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EHC.txt
[2025-12-23T20:21:06.574793] [INFO ] [sig       ] [1053/3557] Completed EHC in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:06.574835] [INFO ] [sig       ] [1054/3557] Forecasting EHI...
[2025-12-23T20:21:06.574866] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-23T20:21:06.574894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-23T20:21:06.587549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-23T20:21:06.588011] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-23T20:21:06.588995] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-23T20:21:06.589066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:06.589101] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:06.589129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:06.589221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:06.647920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:06.648834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:06.648918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:06.648952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:06.764304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:06.764464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:06.764505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:06.764535] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:06.767945] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-23T20:21:06.768246] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-23T20:21:06.768379] [INFO ] [sig       ] EHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:06.912212] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EHI.txt
[2025-12-23T20:21:06.912370] [INFO ] [sig       ] [1054/3557] Completed EHI in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-23T20:21:06.912410] [INFO ] [sig       ] [1055/3557] Forecasting EHTH...
[2025-12-23T20:21:06.912442] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-23T20:21:06.912473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-23T20:21:06.924347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-23T20:21:06.924770] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-23T20:21:06.925567] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-23T20:21:06.925644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:06.925675] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:06.925702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:06.925761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:06.986134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:06.987044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:06.987133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:06.987169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:07.109924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:07.110094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:07.110134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:07.110163] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:07.113851] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-23T20:21:07.114192] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-23T20:21:07.114334] [INFO ] [sig       ] EHTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:07.266877] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EHTH.txt
[2025-12-23T20:21:07.267053] [INFO ] [sig       ] [1055/3557] Completed EHTH in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-23T20:21:07.267094] [INFO ] [sig       ] [1056/3557] Forecasting EIC...
[2025-12-23T20:21:07.267123] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-23T20:21:07.267154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-23T20:21:07.282327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-23T20:21:07.282817] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-23T20:21:07.283765] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-23T20:21:07.283822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:07.283856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:07.283884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:07.283959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:07.351144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:07.352274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:07.352405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:07.352446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:07.476262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:07.476432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:07.476473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:07.476503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:07.480331] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2025-12-23T20:21:07.480899] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-23T20:21:07.481044] [INFO ] [sig       ] EIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:07.645789] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EIC.txt
[2025-12-23T20:21:07.645961] [INFO ] [sig       ] [1056/3557] Completed EIC in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-23T20:21:07.646006] [INFO ] [sig       ] [1057/3557] Forecasting EIG...
[2025-12-23T20:21:07.646038] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-23T20:21:07.646068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-23T20:21:07.657394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-23T20:21:07.658007] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-23T20:21:07.658982] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-23T20:21:07.659035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:07.659098] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:07.659126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:07.659200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:07.717069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:07.717938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:07.718021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:07.718054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:07.841708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:07.841891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:07.841935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:07.841965] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:07.845533] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-23T20:21:07.845865] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-23T20:21:07.845997] [INFO ] [sig       ] EIG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:07.988512] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EIG.txt
[2025-12-23T20:21:07.988686] [INFO ] [sig       ] [1057/3557] Completed EIG in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:07.988728] [INFO ] [sig       ] [1058/3557] Forecasting EIX...
[2025-12-23T20:21:07.988757] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-23T20:21:07.988788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-23T20:21:08.000176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-23T20:21:08.000495] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-23T20:21:08.001275] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-23T20:21:08.001340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:08.001372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:08.001398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:08.001454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:08.058151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:08.058998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:08.059083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:08.059115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:08.177310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:08.177474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:08.177515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:08.177544] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:08.180971] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-23T20:21:08.181255] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-23T20:21:08.181381] [INFO ] [sig       ] EIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:08.325257] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EIX.txt
[2025-12-23T20:21:08.325429] [INFO ] [sig       ] [1058/3557] Completed EIX in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:08.325483] [INFO ] [sig       ] [1059/3557] Forecasting EL...
[2025-12-23T20:21:08.325517] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-23T20:21:08.325548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-23T20:21:08.337771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-23T20:21:08.338126] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-23T20:21:08.338949] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-23T20:21:08.339004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:08.339036] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:08.339063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:08.339118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:08.398264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:08.398958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:08.399037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:08.399069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:08.525169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:08.525323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:08.525364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:08.525392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:08.528772] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-12-23T20:21:08.529039] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-23T20:21:08.529163] [INFO ] [sig       ] EL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:08.670984] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EL.txt
[2025-12-23T20:21:08.671110] [INFO ] [sig       ] [1059/3557] Completed EL in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:08.671148] [INFO ] [sig       ] [1060/3557] Forecasting ELAB...
[2025-12-23T20:21:08.671177] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-23T20:21:08.671206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-23T20:21:08.682378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-23T20:21:08.682702] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-23T20:21:08.683468] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-23T20:21:08.683521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:08.683553] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:08.683611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:08.683674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:08.744314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:08.745201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:08.745289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:08.745322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:08.863353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:08.863512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:08.863554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:08.863600] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:08.866964] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-23T20:21:08.867240] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-23T20:21:08.867364] [INFO ] [sig       ] ELAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:09.005118] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ELAB.txt
[2025-12-23T20:21:09.005276] [INFO ] [sig       ] [1060/3557] Completed ELAB in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:09.005316] [INFO ] [sig       ] [1061/3557] Forecasting ELAN...
[2025-12-23T20:21:09.005346] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-23T20:21:09.005374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-23T20:21:09.017349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-23T20:21:09.017678] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-23T20:21:09.018418] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-23T20:21:09.018470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:09.018501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:09.018527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:09.018600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:09.074008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:09.074656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:09.074731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:09.074764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:09.198062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:09.198251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:09.198313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:09.198361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:09.202357] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-23T20:21:09.202776] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-23T20:21:09.202948] [INFO ] [sig       ] ELAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:09.349905] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELAN.txt
[2025-12-23T20:21:09.350039] [INFO ] [sig       ] [1061/3557] Completed ELAN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:09.350086] [INFO ] [sig       ] [1062/3557] Forecasting ELC...
[2025-12-23T20:21:09.350118] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-23T20:21:09.350147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-23T20:21:09.361839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-23T20:21:09.362216] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-23T20:21:09.363015] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-23T20:21:09.363074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:09.363105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:09.363132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:09.363188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:09.423394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:09.424384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:09.424469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:09.424501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:09.539292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:09.539458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:09.539499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:09.539529] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:09.543403] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-23T20:21:09.543876] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-23T20:21:09.543996] [INFO ] [sig       ] ELC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:09.685643] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELC.txt
[2025-12-23T20:21:09.685779] [INFO ] [sig       ] [1062/3557] Completed ELC in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:09.685819] [INFO ] [sig       ] [1063/3557] Forecasting ELDN...
[2025-12-23T20:21:09.685850] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-23T20:21:09.685879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-23T20:21:09.698704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-23T20:21:09.699072] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-23T20:21:09.699929] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-23T20:21:09.699983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:09.700015] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:09.700041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:09.700098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:09.759445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:09.760304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:09.760386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:09.760421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:09.880616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:09.880771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:09.880812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:09.880843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:09.884289] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-23T20:21:09.884593] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-23T20:21:09.884745] [INFO ] [sig       ] ELDN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:10.025702] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ELDN.txt
[2025-12-23T20:21:10.025862] [INFO ] [sig       ] [1063/3557] Completed ELDN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:10.025903] [INFO ] [sig       ] [1064/3557] Forecasting ELF...
[2025-12-23T20:21:10.025933] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-23T20:21:10.025963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-23T20:21:10.037788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-23T20:21:10.038125] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-23T20:21:10.038898] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-23T20:21:10.038949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:10.038981] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:10.039007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:10.039062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:10.101311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:10.102346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:10.102445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:10.102490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:10.239446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:10.239630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:10.239674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:10.239705] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:10.243133] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-23T20:21:10.243413] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-23T20:21:10.243598] [INFO ] [sig       ] ELF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:10.390270] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELF.txt
[2025-12-23T20:21:10.390445] [INFO ] [sig       ] [1064/3557] Completed ELF in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:10.390489] [INFO ] [sig       ] [1065/3557] Forecasting ELME...
[2025-12-23T20:21:10.390527] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-23T20:21:10.390564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-23T20:21:10.402037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-23T20:21:10.402381] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-23T20:21:10.403239] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-23T20:21:10.403293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:10.403325] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:10.403352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:10.403410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:10.463991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:10.465068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:10.465163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:10.465208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:10.587567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:10.587747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:10.587804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:10.587833] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:10.591274] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-23T20:21:10.591558] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-23T20:21:10.591726] [INFO ] [sig       ] ELME: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:10.732751] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELME.txt
[2025-12-23T20:21:10.732913] [INFO ] [sig       ] [1065/3557] Completed ELME in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:10.732953] [INFO ] [sig       ] [1066/3557] Forecasting ELP...
[2025-12-23T20:21:10.732984] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-23T20:21:10.733014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-23T20:21:10.744141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-23T20:21:10.744523] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-23T20:21:10.745354] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-23T20:21:10.745406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:10.745437] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:10.745463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:10.745519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:10.807238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:10.808238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:10.808347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:10.808384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:10.931257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:10.931415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:10.931455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:10.931483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:10.935299] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-23T20:21:10.935611] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-23T20:21:10.935743] [INFO ] [sig       ] ELP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:11.079363] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELP.txt
[2025-12-23T20:21:11.079526] [INFO ] [sig       ] [1066/3557] Completed ELP in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:11.079565] [INFO ] [sig       ] [1067/3557] Forecasting ELS...
[2025-12-23T20:21:11.079616] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-23T20:21:11.079646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-23T20:21:11.092683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-23T20:21:11.093042] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-23T20:21:11.093827] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-23T20:21:11.093880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:11.093911] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:11.093938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:11.093995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:11.152417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:11.153281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:11.153407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:11.153445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:11.270197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:11.270347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:11.270386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:11.270415] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:11.273911] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-23T20:21:11.274180] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-23T20:21:11.274299] [INFO ] [sig       ] ELS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:11.413973] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELS.txt
[2025-12-23T20:21:11.414090] [INFO ] [sig       ] [1067/3557] Completed ELS in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:11.414129] [INFO ] [sig       ] [1068/3557] Forecasting ELTX...
[2025-12-23T20:21:11.414158] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-23T20:21:11.414187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-23T20:21:11.425071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-23T20:21:11.425460] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-23T20:21:11.426323] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-23T20:21:11.426379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:11.426412] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:11.426440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:11.426497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:11.484932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:11.485790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:11.485870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:11.485904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:11.602597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:11.602748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:11.602790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:11.602819] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:11.606208] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-23T20:21:11.606487] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-23T20:21:11.606636] [INFO ] [sig       ] ELTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:11.743014] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELTX.txt
[2025-12-23T20:21:11.743133] [INFO ] [sig       ] [1068/3557] Completed ELTX in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:11.743171] [INFO ] [sig       ] [1069/3557] Forecasting ELVA...
[2025-12-23T20:21:11.743199] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-23T20:21:11.743229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-23T20:21:11.754489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-23T20:21:11.754908] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-23T20:21:11.755901] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-23T20:21:11.755956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:11.756002] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:11.756031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:11.756088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:11.815509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:11.816501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:11.816612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:11.816649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:11.930981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:11.931133] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:21:11.931171] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:11.931199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:11.934484] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-23T20:21:11.934776] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-23T20:21:11.934903] [INFO ] [sig       ] ELVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:12.072500] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ELVA.txt
[2025-12-23T20:21:12.072638] [INFO ] [sig       ] [1069/3557] Completed ELVA in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:12.072680] [INFO ] [sig       ] [1070/3557] Forecasting ELVN...
[2025-12-23T20:21:12.072711] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-23T20:21:12.072741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-23T20:21:12.084815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-23T20:21:12.085099] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-23T20:21:12.085910] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-23T20:21:12.085965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:12.085999] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:12.086028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:12.086086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:12.142056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:12.142655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:12.142729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:12.142762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:12.257118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:12.257283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:12.257324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:12.257354] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:12.260704] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-23T20:21:12.260975] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-23T20:21:12.261101] [INFO ] [sig       ] ELVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:12.401714] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ELVN.txt
[2025-12-23T20:21:12.401913] [INFO ] [sig       ] [1070/3557] Completed ELVN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:12.401968] [INFO ] [sig       ] [1071/3557] Forecasting ELWS...
[2025-12-23T20:21:12.402009] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-23T20:21:12.402050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-23T20:21:12.414195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-23T20:21:12.414590] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-23T20:21:12.415361] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-23T20:21:12.415413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:12.415445] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:12.415472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:12.415526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:12.472286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:12.473206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:12.473290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:12.473323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:12.586220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:12.586395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:12.586437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:12.586465] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:12.589936] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-23T20:21:12.590251] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-23T20:21:12.590390] [INFO ] [sig       ] ELWS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:12.732785] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ELWS.txt
[2025-12-23T20:21:12.732954] [INFO ] [sig       ] [1071/3557] Completed ELWS in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-23T20:21:12.732994] [INFO ] [sig       ] [1072/3557] Forecasting EM...
[2025-12-23T20:21:12.733027] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-23T20:21:12.733057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-23T20:21:12.744832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-23T20:21:12.745251] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-23T20:21:12.746068] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-23T20:21:12.746122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:12.746153] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:12.746180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:12.746234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:12.803212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:12.804171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:12.804262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:12.804297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:12.928587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:12.928761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:12.928986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:12.929017] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:12.932668] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-23T20:21:12.933140] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-23T20:21:12.933287] [INFO ] [sig       ] EM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:13.082741] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EM.txt
[2025-12-23T20:21:13.083071] [INFO ] [sig       ] [1072/3557] Completed EM in 0.4s | 2.90 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-23T20:21:13.083111] [INFO ] [sig       ] [1073/3557] Forecasting EMB...
[2025-12-23T20:21:13.083146] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-23T20:21:13.083177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-23T20:21:13.095746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-23T20:21:13.096091] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-23T20:21:13.096871] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-23T20:21:13.096923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:13.096955] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:13.096981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:13.097038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:13.155614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:13.156452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:13.156546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:13.156598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:13.277745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:13.277895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:13.277935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:13.277966] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:13.281342] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-23T20:21:13.281642] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-23T20:21:13.281768] [INFO ] [sig       ] EMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:13.421012] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EMB.txt
[2025-12-23T20:21:13.421166] [INFO ] [sig       ] [1073/3557] Completed EMB in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-23T20:21:13.421205] [INFO ] [sig       ] [1074/3557] Forecasting EMBC...
[2025-12-23T20:21:13.421236] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-23T20:21:13.421265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-23T20:21:13.433358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-23T20:21:13.433706] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-23T20:21:13.434498] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-23T20:21:13.434552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:13.434632] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:13.434662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:13.434720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:13.492071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:13.492751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:13.492830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:13.492863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:13.623628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:13.623809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:13.623867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:13.623898] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:13.627550] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-23T20:21:13.627878] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-23T20:21:13.628027] [INFO ] [sig       ] EMBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:13.769627] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EMBC.txt
[2025-12-23T20:21:13.769794] [INFO ] [sig       ] [1074/3557] Completed EMBC in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:13.769835] [INFO ] [sig       ] [1075/3557] Forecasting EMD...
[2025-12-23T20:21:13.769865] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-23T20:21:13.769896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-23T20:21:13.784650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-23T20:21:13.785135] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-23T20:21:13.786049] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-23T20:21:13.786104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:13.786138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:13.786165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:13.786220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:13.844789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:13.845703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:13.845787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:13.845819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:13.970035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:13.970203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:13.970244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:13.970274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:13.973687] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-23T20:21:13.973973] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-23T20:21:13.974101] [INFO ] [sig       ] EMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:14.127285] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EMD.txt
[2025-12-23T20:21:14.127465] [INFO ] [sig       ] [1075/3557] Completed EMD in 0.4s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:14.127511] [INFO ] [sig       ] [1076/3557] Forecasting EMF...
[2025-12-23T20:21:14.127541] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-23T20:21:14.127590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-23T20:21:14.139865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-23T20:21:14.140221] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-23T20:21:14.141011] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-23T20:21:14.141064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:14.141096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:14.141122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:14.141177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:14.197334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:14.198265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:14.198349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:14.198381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:14.307351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:14.307524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:14.307592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:14.307649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:14.311110] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-23T20:21:14.311378] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-23T20:21:14.311502] [INFO ] [sig       ] EMF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:14.451186] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EMF.txt
[2025-12-23T20:21:14.451351] [INFO ] [sig       ] [1076/3557] Completed EMF in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:14.451391] [INFO ] [sig       ] [1077/3557] Forecasting EMN...
[2025-12-23T20:21:14.451420] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-23T20:21:14.451450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-23T20:21:14.464040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-23T20:21:14.464385] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-23T20:21:14.465253] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-23T20:21:14.465308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:14.465340] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:14.465368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:14.465424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:14.521145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:14.522086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:14.522177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:14.522212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:14.650774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:14.650927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:14.650967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:14.651028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:14.655711] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-23T20:21:14.656004] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-23T20:21:14.656131] [INFO ] [sig       ] EMN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:14.794134] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EMN.txt
[2025-12-23T20:21:14.794262] [INFO ] [sig       ] [1077/3557] Completed EMN in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:14.794300] [INFO ] [sig       ] [1078/3557] Forecasting EMO...
[2025-12-23T20:21:14.794330] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-23T20:21:14.794360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-23T20:21:14.805734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-23T20:21:14.806011] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-23T20:21:14.806858] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-23T20:21:14.806911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:14.806944] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:14.806971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:14.807029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:14.863434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:14.864244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:14.864346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:14.864380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:14.978010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:14.978187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:14.978236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:14.978264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:14.981717] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-23T20:21:14.981993] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-23T20:21:14.982116] [INFO ] [sig       ] EMO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:15.119796] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EMO.txt
[2025-12-23T20:21:15.119938] [INFO ] [sig       ] [1078/3557] Completed EMO in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:15.119985] [INFO ] [sig       ] [1079/3557] Forecasting EMXC...
[2025-12-23T20:21:15.120018] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-23T20:21:15.120048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-23T20:21:15.131471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-23T20:21:15.131789] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-23T20:21:15.132547] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-23T20:21:15.132624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:15.132660] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:15.132688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:15.132745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:15.189090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:15.189703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:15.189787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:15.189820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:15.308886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:15.309040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:15.309078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:15.309106] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:15.312456] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-23T20:21:15.312747] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-23T20:21:15.312871] [INFO ] [sig       ] EMXC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:15.452926] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EMXC.txt
[2025-12-23T20:21:15.453057] [INFO ] [sig       ] [1079/3557] Completed EMXC in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:15.453097] [INFO ] [sig       ] [1080/3557] Forecasting ENB...
[2025-12-23T20:21:15.453125] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-23T20:21:15.453155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-23T20:21:15.465483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-23T20:21:15.465773] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-23T20:21:15.466511] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-23T20:21:15.466563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:15.466613] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:15.466641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:15.466707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:15.523758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:15.524502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:15.524600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:15.524636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:15.646865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:15.646974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:15.647010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:15.647037] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:15.654029] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-23T20:21:15.654391] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-23T20:21:15.654545] [INFO ] [sig       ] ENB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:15.793783] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENB.txt
[2025-12-23T20:21:15.794121] [INFO ] [sig       ] [1080/3557] Completed ENB in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:15.794173] [INFO ] [sig       ] [1081/3557] Forecasting ENGN...
[2025-12-23T20:21:15.794204] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-23T20:21:15.794242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-23T20:21:15.808135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-23T20:21:15.808469] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-23T20:21:15.809527] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-23T20:21:15.809599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:15.809634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:15.809660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:15.809728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:15.869380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:15.870237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:15.870359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:15.870395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:15.989116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:15.989316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:15.989358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:15.989387] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:15.992703] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-23T20:21:15.992973] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-23T20:21:15.993095] [INFO ] [sig       ] ENGN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:16.130289] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENGN.txt
[2025-12-23T20:21:16.130400] [INFO ] [sig       ] [1081/3557] Completed ENGN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:16.130438] [INFO ] [sig       ] [1082/3557] Forecasting ENIC...
[2025-12-23T20:21:16.130467] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-23T20:21:16.130496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-23T20:21:16.142669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-23T20:21:16.143005] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-23T20:21:16.143835] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-23T20:21:16.143908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:16.143943] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:16.143969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:16.144024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:16.199669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:16.200384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:16.200469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:16.200501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:16.319856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:16.320036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:16.320076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:16.320104] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:16.323518] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-23T20:21:16.323850] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-23T20:21:16.323993] [INFO ] [sig       ] ENIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:16.481776] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENIC.txt
[2025-12-23T20:21:16.481953] [INFO ] [sig       ] [1082/3557] Completed ENIC in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:16.481999] [INFO ] [sig       ] [1083/3557] Forecasting ENPH...
[2025-12-23T20:21:16.482047] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-23T20:21:16.482084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-23T20:21:16.494107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-23T20:21:16.494432] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-23T20:21:16.495270] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-23T20:21:16.495323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:16.495356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:16.495383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:16.495441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:16.553561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:16.554225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:16.554303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:16.554337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:16.669967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:16.670129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:16.670170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:16.670198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:16.673496] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-23T20:21:16.673785] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-23T20:21:16.673910] [INFO ] [sig       ] ENPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:16.816925] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENPH.txt
[2025-12-23T20:21:16.817072] [INFO ] [sig       ] [1083/3557] Completed ENPH in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:16.817110] [INFO ] [sig       ] [1084/3557] Forecasting ENS...
[2025-12-23T20:21:16.817141] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-23T20:21:16.817170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-23T20:21:16.833549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-23T20:21:16.834078] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-23T20:21:16.834958] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-23T20:21:16.835010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:16.835042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:16.835069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:16.835124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:16.893272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:16.894164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:16.894284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:16.894317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:17.011713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:17.012079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:17.012131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:17.012161] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:17.015901] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-23T20:21:17.016168] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-23T20:21:17.016293] [INFO ] [sig       ] ENS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:17.154731] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ENS.txt
[2025-12-23T20:21:17.154873] [INFO ] [sig       ] [1084/3557] Completed ENS in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:17.154913] [INFO ] [sig       ] [1085/3557] Forecasting ENSC...
[2025-12-23T20:21:17.154943] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-23T20:21:17.154972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-23T20:21:17.169731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-23T20:21:17.170020] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-23T20:21:17.170838] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-23T20:21:17.170890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:17.170920] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:17.170945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:17.171000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:17.228860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:17.229612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:17.229691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:17.229722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:17.362297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:17.362476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:17.362526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:17.362588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:17.366235] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-12-23T20:21:17.366524] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-23T20:21:17.366686] [INFO ] [sig       ] ENSC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:17.517183] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENSC.txt
[2025-12-23T20:21:17.517326] [INFO ] [sig       ] [1085/3557] Completed ENSC in 0.4s | 2.90 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:17.517368] [INFO ] [sig       ] [1086/3557] Forecasting ENSG...
[2025-12-23T20:21:17.517398] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-23T20:21:17.517427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-23T20:21:17.529033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-23T20:21:17.529338] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-23T20:21:17.530149] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-23T20:21:17.530202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:17.530233] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:17.530260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:17.530316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:17.586067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:17.586672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:17.586749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:17.586780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:17.706430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:17.706530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:17.706565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:17.706611] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:17.709749] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-23T20:21:17.710009] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-23T20:21:17.710132] [INFO ] [sig       ] ENSG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:17.847445] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENSG.txt
[2025-12-23T20:21:17.847551] [INFO ] [sig       ] [1086/3557] Completed ENSG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:17.847609] [INFO ] [sig       ] [1087/3557] Forecasting ENTA...
[2025-12-23T20:21:17.847641] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-23T20:21:17.847670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-23T20:21:17.859208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-23T20:21:17.859469] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-23T20:21:17.860229] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-23T20:21:17.860282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:17.860315] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:17.860342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:17.860398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:17.916186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:17.916794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:17.916869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:17.916901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:18.035479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:18.035588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:18.035625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:18.035653] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:18.038660] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-23T20:21:18.038937] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-23T20:21:18.039058] [INFO ] [sig       ] ENTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:18.175993] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENTA.txt
[2025-12-23T20:21:18.176128] [INFO ] [sig       ] [1087/3557] Completed ENTA in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:18.176167] [INFO ] [sig       ] [1088/3557] Forecasting ENTG...
[2025-12-23T20:21:18.176196] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-23T20:21:18.176224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-23T20:21:18.187371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-23T20:21:18.187649] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-23T20:21:18.188387] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-23T20:21:18.188439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:18.188471] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:18.188497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:18.188553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:18.244800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:18.245569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:18.245675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:18.245708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:18.368279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:18.368398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:18.368435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:18.368464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:18.371824] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-23T20:21:18.372101] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-23T20:21:18.372229] [INFO ] [sig       ] ENTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:18.514979] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENTG.txt
[2025-12-23T20:21:18.515103] [INFO ] [sig       ] [1088/3557] Completed ENTG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:18.515140] [INFO ] [sig       ] [1089/3557] Forecasting ENTX...
[2025-12-23T20:21:18.515168] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-23T20:21:18.515198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-23T20:21:18.527507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-23T20:21:18.527835] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-23T20:21:18.528616] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-23T20:21:18.528667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:18.528698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:18.528725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:18.528780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:18.585183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:18.585828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:18.585904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:18.585934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:18.703216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:18.703397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:18.703439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:18.703468] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:18.707196] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-23T20:21:18.707474] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-23T20:21:18.707619] [INFO ] [sig       ] ENTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:18.846589] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENTX.txt
[2025-12-23T20:21:18.846761] [INFO ] [sig       ] [1089/3557] Completed ENTX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-23T20:21:18.846801] [INFO ] [sig       ] [1090/3557] Forecasting ENVA...
[2025-12-23T20:21:18.846831] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-23T20:21:18.846860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-23T20:21:18.858131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-23T20:21:18.858459] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-23T20:21:18.859354] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-23T20:21:18.859406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:18.859439] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:18.859465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:18.859523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:18.916936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:18.917735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:18.917835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:18.917892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:19.039591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:19.039773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:19.039814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:19.039843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:19.043432] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2025-12-23T20:21:19.043728] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-23T20:21:19.043857] [INFO ] [sig       ] ENVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:19.183873] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENVA.txt
[2025-12-23T20:21:19.184007] [INFO ] [sig       ] [1090/3557] Completed ENVA in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-23T20:21:19.184044] [INFO ] [sig       ] [1091/3557] Forecasting ENVB...
[2025-12-23T20:21:19.184073] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-23T20:21:19.184102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-23T20:21:19.194366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-23T20:21:19.194663] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-23T20:21:19.195421] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-23T20:21:19.195474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:19.195531] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:19.195558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:19.195637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:19.251370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:19.252009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:19.252087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:19.252119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:19.366486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:19.366640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:19.366679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:19.366707] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:19.369924] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-23T20:21:19.370189] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-23T20:21:19.370312] [INFO ] [sig       ] ENVB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:19.507669] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ENVB.txt
[2025-12-23T20:21:19.507840] [INFO ] [sig       ] [1091/3557] Completed ENVB in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:19.507881] [INFO ] [sig       ] [1092/3557] Forecasting ENVX...
[2025-12-23T20:21:19.507911] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-23T20:21:19.507940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-23T20:21:19.519408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-23T20:21:19.519708] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-23T20:21:19.520459] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-23T20:21:19.520511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:19.520541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:19.520566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:19.520645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:19.578200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:19.578884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:19.578963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:19.578995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:19.702584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:19.702721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:19.702760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:19.702788] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:19.706419] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=61.78%)
[2025-12-23T20:21:19.706703] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-23T20:21:19.706830] [INFO ] [sig       ] ENVX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:19.849510] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ENVX.txt
[2025-12-23T20:21:19.849681] [INFO ] [sig       ] [1092/3557] Completed ENVX in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:19.849724] [INFO ] [sig       ] [1093/3557] Forecasting EOD...
[2025-12-23T20:21:19.849753] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-23T20:21:19.849784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-23T20:21:19.862230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-23T20:21:19.862622] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-23T20:21:19.863428] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-23T20:21:19.863482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:19.863528] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:19.863557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:19.863641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:19.922380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:19.923272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:19.923354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:19.923386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:20.043184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:20.043349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:20.043388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:20.043417] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:20.047192] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-23T20:21:20.047471] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-23T20:21:20.047650] [INFO ] [sig       ] EOD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:20.186163] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EOD.txt
[2025-12-23T20:21:20.186335] [INFO ] [sig       ] [1093/3557] Completed EOD in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:20.186376] [INFO ] [sig       ] [1094/3557] Forecasting EOG...
[2025-12-23T20:21:20.186406] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-23T20:21:20.186438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-23T20:21:20.198229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-23T20:21:20.198529] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-23T20:21:20.199343] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-23T20:21:20.199395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:20.199426] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:20.199451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:20.199506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:20.256647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:20.257257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:20.257335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:20.257365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:20.374513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:20.374693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:20.374734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:20.374797] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:20.378131] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-23T20:21:20.378394] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-23T20:21:20.378516] [INFO ] [sig       ] EOG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:20.516510] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EOG.txt
[2025-12-23T20:21:20.516654] [INFO ] [sig       ] [1094/3557] Completed EOG in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:20.516700] [INFO ] [sig       ] [1095/3557] Forecasting EOI...
[2025-12-23T20:21:20.516736] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-23T20:21:20.516772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-23T20:21:20.528795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-23T20:21:20.529111] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-23T20:21:20.529925] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-23T20:21:20.529980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:20.530013] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:20.530039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:20.530096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:20.587217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:20.588085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:20.588169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:20.588202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:20.706233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:20.706400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:20.706441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:20.706469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:20.709842] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-23T20:21:20.710109] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-23T20:21:20.710231] [INFO ] [sig       ] EOI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:20.847653] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EOI.txt
[2025-12-23T20:21:20.847779] [INFO ] [sig       ] [1095/3557] Completed EOI in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:20.847818] [INFO ] [sig       ] [1096/3557] Forecasting EOLS...
[2025-12-23T20:21:20.847848] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-23T20:21:20.847876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-23T20:21:20.859147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-23T20:21:20.859465] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-23T20:21:20.860228] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-23T20:21:20.860281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:20.860312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:20.860338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:20.860394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:20.915992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:20.916596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:20.916670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:20.916702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:21.033908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:21.034073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:21.034112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:21.034142] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:21.037657] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-23T20:21:21.037944] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-23T20:21:21.038072] [INFO ] [sig       ] EOLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:21.177992] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EOLS.txt
[2025-12-23T20:21:21.178147] [INFO ] [sig       ] [1096/3557] Completed EOLS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:21.178194] [INFO ] [sig       ] [1097/3557] Forecasting EOS...
[2025-12-23T20:21:21.178226] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-23T20:21:21.178257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-23T20:21:21.192988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-23T20:21:21.193419] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-23T20:21:21.194310] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-23T20:21:21.194364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:21.194396] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:21.194423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:21.194479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:21.251852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:21.252494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:21.252588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:21.252623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:21.372332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:21.372455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:21.372495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:21.372522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:21.375754] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-23T20:21:21.376016] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-23T20:21:21.376134] [INFO ] [sig       ] EOS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:21.514712] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EOS.txt
[2025-12-23T20:21:21.514871] [INFO ] [sig       ] [1097/3557] Completed EOS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:21.514911] [INFO ] [sig       ] [1098/3557] Forecasting EOSE...
[2025-12-23T20:21:21.514940] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-23T20:21:21.514970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-23T20:21:21.526405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-23T20:21:21.526755] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-23T20:21:21.527642] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-23T20:21:21.527700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:21.527733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:21.527761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:21.527818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:21.585805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:21.586599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:21.586678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:21.586711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:21.703184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:21.703351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:21.703391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:21.703419] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:21.707162] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=39.47%)
[2025-12-23T20:21:21.707460] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-23T20:21:21.707627] [INFO ] [sig       ] EOSE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:21.845409] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EOSE.txt
[2025-12-23T20:21:21.845541] [INFO ] [sig       ] [1098/3557] Completed EOSE in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:21.845600] [INFO ] [sig       ] [1099/3557] Forecasting EPAC...
[2025-12-23T20:21:21.845633] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-23T20:21:21.845662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-23T20:21:21.856714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-23T20:21:21.857066] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-23T20:21:21.857913] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-23T20:21:21.857968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:21.857999] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:21.858027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:21.858084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:21.916294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:21.917153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:21.917238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:21.917270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:22.037801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:22.037995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:22.038042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:22.038072] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:22.041740] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-23T20:21:22.042080] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-23T20:21:22.042221] [INFO ] [sig       ] EPAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:22.180189] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EPAC.txt
[2025-12-23T20:21:22.180312] [INFO ] [sig       ] [1099/3557] Completed EPAC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:22.180350] [INFO ] [sig       ] [1100/3557] Forecasting EPAM...
[2025-12-23T20:21:22.180380] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-23T20:21:22.180409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-23T20:21:22.191896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-23T20:21:22.192174] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-23T20:21:22.193018] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-23T20:21:22.193071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:22.193104] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:22.193131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:22.193187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:22.251699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:22.252449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:22.252528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:22.252560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:22.370480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:22.370658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:22.370717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:22.370747] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:22.374046] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-23T20:21:22.374307] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-23T20:21:22.374431] [INFO ] [sig       ] EPAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:22.513724] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EPAM.txt
[2025-12-23T20:21:22.513857] [INFO ] [sig       ] [1100/3557] Completed EPAM in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:22.513898] [INFO ] [sig       ] [1101/3557] Forecasting EPC...
[2025-12-23T20:21:22.513928] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-23T20:21:22.513958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-23T20:21:22.525880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-23T20:21:22.526268] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-23T20:21:22.527116] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-23T20:21:22.527171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:22.527203] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:22.527230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:22.527287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:22.587394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:22.588337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:22.588460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:22.588501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:22.717092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:22.717228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:22.717270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:22.717299] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:22.720899] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-23T20:21:22.721211] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-23T20:21:22.721350] [INFO ] [sig       ] EPC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:22.863374] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EPC.txt
[2025-12-23T20:21:22.863501] [INFO ] [sig       ] [1101/3557] Completed EPC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:22.863540] [INFO ] [sig       ] [1102/3557] Forecasting EPD...
[2025-12-23T20:21:22.863588] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-23T20:21:22.863621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-23T20:21:22.874434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-23T20:21:22.874738] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-23T20:21:22.875541] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-23T20:21:22.875618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:22.875655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:22.875683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:22.875741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:22.933223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:22.933831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:22.933920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:22.933954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:23.053058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:23.053207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:23.053245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:23.053274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:23.056613] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-23T20:21:23.056896] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-23T20:21:23.057020] [INFO ] [sig       ] EPD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:23.196200] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EPD.txt
[2025-12-23T20:21:23.196334] [INFO ] [sig       ] [1102/3557] Completed EPD in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:23.196372] [INFO ] [sig       ] [1103/3557] Forecasting EPSN...
[2025-12-23T20:21:23.196402] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-23T20:21:23.196431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-23T20:21:23.207418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-23T20:21:23.207798] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-23T20:21:23.208543] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-23T20:21:23.208618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:23.208650] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:23.208677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:23.208733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:23.264635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:23.265435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:23.265515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:23.265546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:23.381715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:23.381868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:23.381907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:23.381934] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:23.385201] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-23T20:21:23.385464] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-23T20:21:23.385602] [INFO ] [sig       ] EPSN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:23.525847] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EPSN.txt
[2025-12-23T20:21:23.526011] [INFO ] [sig       ] [1103/3557] Completed EPSN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:23.526051] [INFO ] [sig       ] [1104/3557] Forecasting EQBK...
[2025-12-23T20:21:23.526080] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-23T20:21:23.526109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-23T20:21:23.538301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-23T20:21:23.538713] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-23T20:21:23.539706] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-23T20:21:23.539758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:23.539802] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:23.539830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:23.539885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:23.596875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:23.597736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:23.597822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:23.597854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:23.718396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:23.718562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:23.718621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:23.718650] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:23.722342] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-23T20:21:23.722668] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-23T20:21:23.722806] [INFO ] [sig       ] EQBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:23.866962] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EQBK.txt
[2025-12-23T20:21:23.867314] [INFO ] [sig       ] [1104/3557] Completed EQBK in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:23.867355] [INFO ] [sig       ] [1105/3557] Forecasting EQH...
[2025-12-23T20:21:23.867385] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-23T20:21:23.867414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-23T20:21:23.880281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-23T20:21:23.880669] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-23T20:21:23.881454] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-23T20:21:23.881507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:23.881541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:23.881570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:23.881663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:23.942140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:23.943051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:23.943136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:23.943171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:24.063563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:24.063734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:24.063774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:24.063802] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:24.067112] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-23T20:21:24.067377] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-23T20:21:24.067498] [INFO ] [sig       ] EQH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:24.206493] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EQH.txt
[2025-12-23T20:21:24.206619] [INFO ] [sig       ] [1105/3557] Completed EQH in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:24.206658] [INFO ] [sig       ] [1106/3557] Forecasting EQIX...
[2025-12-23T20:21:24.206687] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-23T20:21:24.206715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-23T20:21:24.219309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-23T20:21:24.219614] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-23T20:21:24.220379] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-23T20:21:24.220432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:24.220465] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:24.220492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:24.220550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:24.281073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:24.281840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:24.281920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:24.281953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:24.409950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:24.410109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:24.410151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:24.410178] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:24.413479] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-23T20:21:24.413761] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-23T20:21:24.413884] [INFO ] [sig       ] EQIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:24.552264] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EQIX.txt
[2025-12-23T20:21:24.552394] [INFO ] [sig       ] [1106/3557] Completed EQIX in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-23T20:21:24.552432] [INFO ] [sig       ] [1107/3557] Forecasting ERAS...
[2025-12-23T20:21:24.552461] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-23T20:21:24.552491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-23T20:21:24.564261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-23T20:21:24.564534] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-23T20:21:24.565480] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-23T20:21:24.565531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:24.565563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:24.565608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:24.565665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:24.626055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:24.626891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:24.626972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:24.627005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:24.748016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:24.748409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:24.748449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:24.748479] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:24.752191] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-23T20:21:24.752467] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-23T20:21:24.752607] [INFO ] [sig       ] ERAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:24.892886] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ERAS.txt
[2025-12-23T20:21:24.893001] [INFO ] [sig       ] [1107/3557] Completed ERAS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-23T20:21:24.893038] [INFO ] [sig       ] [1108/3557] Forecasting ERIC...
[2025-12-23T20:21:24.893072] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-23T20:21:24.893102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-23T20:21:24.904896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-23T20:21:24.905170] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-23T20:21:24.905959] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-23T20:21:24.906011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:24.906068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:24.906096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:24.906154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:24.964460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:24.965385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:24.965469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:24.965503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:25.091542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:25.091712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:25.091752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:25.091779] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:25.095074] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=19.67%)
[2025-12-23T20:21:25.095338] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-23T20:21:25.095458] [INFO ] [sig       ] ERIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:25.234856] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ERIC.txt
[2025-12-23T20:21:25.234969] [INFO ] [sig       ] [1108/3557] Completed ERIC in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:25.235009] [INFO ] [sig       ] [1109/3557] Forecasting ERIE...
[2025-12-23T20:21:25.235039] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-23T20:21:25.235068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-23T20:21:25.246012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-23T20:21:25.246297] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-23T20:21:25.247067] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-23T20:21:25.247118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:25.247149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:25.247176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:25.247232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:25.307837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:25.308560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:25.308657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:25.308690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:25.427462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:25.427748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:25.427791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:25.427819] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:25.431233] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-23T20:21:25.431499] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-23T20:21:25.431638] [INFO ] [sig       ] ERIE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:25.569828] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ERIE.txt
[2025-12-23T20:21:25.569968] [INFO ] [sig       ] [1109/3557] Completed ERIE in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:25.570009] [INFO ] [sig       ] [1110/3557] Forecasting ERII...
[2025-12-23T20:21:25.570038] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-23T20:21:25.570068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-23T20:21:25.583096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-23T20:21:25.583481] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-23T20:21:25.584269] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-23T20:21:25.584321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:25.584353] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:25.584380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:25.584435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:25.641323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:25.642197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:25.642280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:25.642314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:25.774833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:25.774987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:25.775026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:25.775053] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:25.778350] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-23T20:21:25.778633] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-23T20:21:25.778755] [INFO ] [sig       ] ERII: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:25.916252] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ERII.txt
[2025-12-23T20:21:25.916377] [INFO ] [sig       ] [1110/3557] Completed ERII in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:25.916416] [INFO ] [sig       ] [1111/3557] Forecasting ERNA...
[2025-12-23T20:21:25.916445] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-23T20:21:25.916475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-23T20:21:25.928549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-23T20:21:25.928921] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-23T20:21:25.929766] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-23T20:21:25.929819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:25.929851] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:25.929877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:25.929939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:25.988142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:25.989008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:25.989302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:25.989336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:26.106034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:26.106191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:26.106232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:26.106305] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:26.110423] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-23T20:21:26.110719] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-23T20:21:26.110851] [INFO ] [sig       ] ERNA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:26.302127] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ERNA.txt
[2025-12-23T20:21:26.302337] [INFO ] [sig       ] [1111/3557] Completed ERNA in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:26.302406] [INFO ] [sig       ] [1112/3557] Forecasting ERO...
[2025-12-23T20:21:26.302461] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-23T20:21:26.302515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-23T20:21:26.318969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-23T20:21:26.322825] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-23T20:21:26.323884] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-23T20:21:26.323950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:26.323996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:26.324035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:26.324116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:26.408665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:26.409931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:26.410070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:26.410125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:26.565439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:26.565684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:26.565745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:26.565789] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:26.571272] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=41.44%)
[2025-12-23T20:21:26.571815] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-23T20:21:26.572036] [INFO ] [sig       ] ERO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:26.794931] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ERO.txt
[2025-12-23T20:21:26.795114] [INFO ] [sig       ] [1112/3557] Completed ERO in 0.5s | 2.91 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:26.795158] [INFO ] [sig       ] [1113/3557] Forecasting ES...
[2025-12-23T20:21:26.795188] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-23T20:21:26.795217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-23T20:21:26.812719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-23T20:21:26.819328] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-23T20:21:26.821770] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-23T20:21:26.821903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:26.821942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:26.821982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:26.822067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:26.898812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:26.900167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:26.900323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:26.900397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:27.066170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:27.066339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:27.066380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:27.066411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:27.071215] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-23T20:21:27.071752] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-23T20:21:27.071963] [INFO ] [sig       ] ES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:27.311359] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ES.txt
[2025-12-23T20:21:27.311593] [INFO ] [sig       ] [1113/3557] Completed ES in 0.5s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:27.311641] [INFO ] [sig       ] [1114/3557] Forecasting ESAB...
[2025-12-23T20:21:27.311676] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-23T20:21:27.311712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-23T20:21:27.325709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-23T20:21:27.326200] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-23T20:21:27.327359] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-23T20:21:27.327429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:27.327481] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:27.327527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:27.327645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:27.415710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:27.416749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:27.416855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:27.416894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:27.552793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:27.552955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:27.552998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:27.553028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:27.556620] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-23T20:21:27.556963] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-23T20:21:27.557118] [INFO ] [sig       ] ESAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:27.709374] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ESAB.txt
[2025-12-23T20:21:27.709551] [INFO ] [sig       ] [1114/3557] Completed ESAB in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:27.709618] [INFO ] [sig       ] [1115/3557] Forecasting ESCA...
[2025-12-23T20:21:27.709652] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-23T20:21:27.709683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-23T20:21:27.722555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-23T20:21:27.723029] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-23T20:21:27.723880] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-23T20:21:27.723934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:27.723966] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:27.723993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:27.724063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:27.782213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:27.783197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:27.783288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:27.783321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:27.899062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:27.899394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:27.899445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:27.899478] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:27.903510] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-23T20:21:27.903878] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-23T20:21:27.904037] [INFO ] [sig       ] ESCA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:28.055338] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ESCA.txt
[2025-12-23T20:21:28.055540] [INFO ] [sig       ] [1115/3557] Completed ESCA in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:28.055609] [INFO ] [sig       ] [1116/3557] Forecasting ESE...
[2025-12-23T20:21:28.055646] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-23T20:21:28.055680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-23T20:21:28.069828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-23T20:21:28.070299] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-23T20:21:28.071459] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-23T20:21:28.071539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:28.071601] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:28.071632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:28.071715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:28.133191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:28.134376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:28.134478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:28.134513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:28.260128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:28.260496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:28.260541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:28.260588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:28.264812] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=58.11%)
[2025-12-23T20:21:28.265095] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-23T20:21:28.265228] [INFO ] [sig       ] ESE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:28.405448] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESE.txt
[2025-12-23T20:21:28.405594] [INFO ] [sig       ] [1116/3557] Completed ESE in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:28.405635] [INFO ] [sig       ] [1117/3557] Forecasting ESEA...
[2025-12-23T20:21:28.405666] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-23T20:21:28.405694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-23T20:21:28.418741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-23T20:21:28.419497] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-23T20:21:28.420733] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-23T20:21:28.420821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:28.420859] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:28.420888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:28.420947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:28.484162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:28.485441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:28.485556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:28.485613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:28.617999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:28.618433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:28.618483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:28.618514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:28.623334] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-23T20:21:28.623700] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-23T20:21:28.623864] [INFO ] [sig       ] ESEA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:28.776784] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESEA.txt
[2025-12-23T20:21:28.777039] [INFO ] [sig       ] [1117/3557] Completed ESEA in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:28.777098] [INFO ] [sig       ] [1118/3557] Forecasting ESGD...
[2025-12-23T20:21:28.777146] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-23T20:21:28.777186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-23T20:21:28.792233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-23T20:21:28.792765] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-23T20:21:28.793716] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-23T20:21:28.793776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:28.793831] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:28.793879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:28.793956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:28.852392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:28.853365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:28.853498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:28.853532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:28.975854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:28.976026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:28.976067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:28.976097] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:28.979591] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-23T20:21:28.979885] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-23T20:21:28.980016] [INFO ] [sig       ] ESGD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:29.122930] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ESGD.txt
[2025-12-23T20:21:29.123276] [INFO ] [sig       ] [1118/3557] Completed ESGD in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:29.123316] [INFO ] [sig       ] [1119/3557] Forecasting ESGE...
[2025-12-23T20:21:29.123348] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-23T20:21:29.123378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-23T20:21:29.136147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-23T20:21:29.136496] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-23T20:21:29.137336] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-23T20:21:29.137389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:29.137421] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:29.137449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:29.137506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:29.195294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:29.196206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:29.196297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:29.196331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:29.326328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:29.326497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:29.326540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:29.326570] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:29.330122] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-23T20:21:29.330421] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-23T20:21:29.330559] [INFO ] [sig       ] ESGE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:29.481516] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESGE.txt
[2025-12-23T20:21:29.481716] [INFO ] [sig       ] [1119/3557] Completed ESGE in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:29.481758] [INFO ] [sig       ] [1120/3557] Forecasting ESI...
[2025-12-23T20:21:29.481789] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-23T20:21:29.481819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-23T20:21:29.494966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-23T20:21:29.495403] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-23T20:21:29.496390] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-23T20:21:29.496445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:29.496481] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:29.496518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:29.496602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:29.562283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:29.563202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:29.563314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:29.563366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:29.693948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:29.694137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:29.694194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:29.694233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:29.697875] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-23T20:21:29.698236] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-23T20:21:29.698391] [INFO ] [sig       ] ESI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:29.841226] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESI.txt
[2025-12-23T20:21:29.841367] [INFO ] [sig       ] [1120/3557] Completed ESI in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:29.841407] [INFO ] [sig       ] [1121/3557] Forecasting ESOA...
[2025-12-23T20:21:29.841437] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-23T20:21:29.841465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-23T20:21:29.853049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-23T20:21:29.853354] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-23T20:21:29.854142] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-23T20:21:29.854194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:29.854227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:29.854253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:29.854308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:29.910326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:29.911087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:29.911166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:29.911198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:30.037113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:30.037294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:30.037334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:30.037363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:30.040869] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-23T20:21:30.041176] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-23T20:21:30.041337] [INFO ] [sig       ] ESOA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:30.192185] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESOA.txt
[2025-12-23T20:21:30.192346] [INFO ] [sig       ] [1121/3557] Completed ESOA in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:30.192386] [INFO ] [sig       ] [1122/3557] Forecasting ESPO...
[2025-12-23T20:21:30.192415] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-23T20:21:30.192444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-23T20:21:30.204252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-23T20:21:30.204546] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-23T20:21:30.205501] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-23T20:21:30.205552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:30.205603] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:30.205631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:30.205686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:30.261317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:30.262015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:30.262092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:30.262123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:30.387996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:30.388158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:30.388200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:30.388228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:30.391610] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-23T20:21:30.391898] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-23T20:21:30.392026] [INFO ] [sig       ] ESPO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:30.535129] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ESPO.txt
[2025-12-23T20:21:30.535290] [INFO ] [sig       ] [1122/3557] Completed ESPO in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:30.535331] [INFO ] [sig       ] [1123/3557] Forecasting ESQ...
[2025-12-23T20:21:30.535362] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-23T20:21:30.535392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-23T20:21:30.552143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-23T20:21:30.552543] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-23T20:21:30.553375] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-23T20:21:30.553427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:30.553463] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:30.553503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:30.553567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:30.610452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:30.611357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:30.611446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:30.611480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:30.741300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:30.741477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:30.741520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:30.741548] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:30.745067] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-23T20:21:30.745361] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-23T20:21:30.745496] [INFO ] [sig       ] ESQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:30.909599] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESQ.txt
[2025-12-23T20:21:30.909759] [INFO ] [sig       ] [1123/3557] Completed ESQ in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-23T20:21:30.909801] [INFO ] [sig       ] [1124/3557] Forecasting ESTA...
[2025-12-23T20:21:30.909832] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-23T20:21:30.909862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-23T20:21:30.921470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-23T20:21:30.921750] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-23T20:21:30.922532] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-23T20:21:30.922610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:30.922644] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:30.922671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:30.922726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:30.980366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:30.980988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:30.981063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:30.981095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:31.103135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:31.103297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:31.103339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:31.103368] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:31.106683] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-23T20:21:31.106958] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-23T20:21:31.107108] [INFO ] [sig       ] ESTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:31.246925] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ESTA.txt
[2025-12-23T20:21:31.247082] [INFO ] [sig       ] [1124/3557] Completed ESTA in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-23T20:21:31.247127] [INFO ] [sig       ] [1125/3557] Forecasting ESTC...
[2025-12-23T20:21:31.247157] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-23T20:21:31.247185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-23T20:21:31.259604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-23T20:21:31.259922] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-23T20:21:31.260743] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-23T20:21:31.260796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:31.260856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:31.260885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:31.260942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:31.319065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:31.320009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:31.320124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:31.320164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:31.445216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:31.445382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:31.445425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:31.445455] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:31.448969] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=22.34%)
[2025-12-23T20:21:31.449283] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-23T20:21:31.449419] [INFO ] [sig       ] ESTC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:31.593541] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ESTC.txt
[2025-12-23T20:21:31.593700] [INFO ] [sig       ] [1125/3557] Completed ESTC in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-23T20:21:31.593741] [INFO ] [sig       ] [1126/3557] Forecasting ETB...
[2025-12-23T20:21:31.593771] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-23T20:21:31.593800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-23T20:21:31.605308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-23T20:21:31.605667] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-23T20:21:31.606442] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-23T20:21:31.606496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:31.606527] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:31.606553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:31.606631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:31.662278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:31.662919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:31.662996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:31.663027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:31.777857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:31.778020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:31.778061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:31.778090] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:31.781644] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-23T20:21:31.781923] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-23T20:21:31.782048] [INFO ] [sig       ] ETB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:31.920221] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ETB.txt
[2025-12-23T20:21:31.920363] [INFO ] [sig       ] [1126/3557] Completed ETB in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-23T20:21:31.920402] [INFO ] [sig       ] [1127/3557] Forecasting ETD...
[2025-12-23T20:21:31.920433] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-23T20:21:31.920462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-23T20:21:31.933303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-23T20:21:31.933685] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-23T20:21:31.934529] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-23T20:21:31.934607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:31.934643] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:31.934669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:31.934724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:31.994838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:31.995670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:31.995752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:31.995784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:32.115067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:32.115226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:32.115267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:32.115296] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:32.118727] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-23T20:21:32.119007] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-23T20:21:32.119134] [INFO ] [sig       ] ETD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:32.260238] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ETD.txt
[2025-12-23T20:21:32.260383] [INFO ] [sig       ] [1127/3557] Completed ETD in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-23T20:21:32.260423] [INFO ] [sig       ] [1128/3557] Forecasting ETG...
[2025-12-23T20:21:32.260452] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-23T20:21:32.260483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-23T20:21:32.271949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-23T20:21:32.272301] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-23T20:21:32.273102] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-23T20:21:32.273154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:32.273197] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:32.273225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:32.273282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:32.330121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:32.330950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:32.331033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:32.331067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:32.450179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:32.450341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:32.450382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:32.450445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:32.454050] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-23T20:21:32.454355] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-23T20:21:32.454487] [INFO ] [sig       ] ETG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:32.604059] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETG.txt
[2025-12-23T20:21:32.604233] [INFO ] [sig       ] [1128/3557] Completed ETG in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:32.604273] [INFO ] [sig       ] [1129/3557] Forecasting ETHA...
[2025-12-23T20:21:32.604303] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-23T20:21:32.604334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-23T20:21:32.616035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-23T20:21:32.616376] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-23T20:21:32.617180] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-23T20:21:32.617234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:32.617265] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:32.617292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:32.617348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:32.674913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:32.675776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:32.675857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:32.675890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:32.795294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:32.795424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:32.795465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:32.795493] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:32.798880] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-23T20:21:32.799200] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-23T20:21:32.799337] [INFO ] [sig       ] ETHA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:32.941376] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETHA.txt
[2025-12-23T20:21:32.941515] [INFO ] [sig       ] [1129/3557] Completed ETHA in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:32.941554] [INFO ] [sig       ] [1130/3557] Forecasting ETJ...
[2025-12-23T20:21:32.941600] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-23T20:21:32.941633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-23T20:21:32.952974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-23T20:21:32.953278] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-23T20:21:32.954069] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-23T20:21:32.954121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:32.954151] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:32.954177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:32.954232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:33.009561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:33.010455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:33.010536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:33.010567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:33.128847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:33.129011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:33.129052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:33.129081] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:33.132446] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=59.91%)
[2025-12-23T20:21:33.132741] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-23T20:21:33.132869] [INFO ] [sig       ] ETJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:33.272318] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETJ.txt
[2025-12-23T20:21:33.272477] [INFO ] [sig       ] [1130/3557] Completed ETJ in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:33.272518] [INFO ] [sig       ] [1131/3557] Forecasting ETN...
[2025-12-23T20:21:33.272550] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-23T20:21:33.272601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-23T20:21:33.284120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-23T20:21:33.284478] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-23T20:21:33.285279] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-23T20:21:33.285333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:33.285365] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:33.285392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:33.285448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:33.343544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:33.344416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:33.344501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:33.344535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:33.482407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:33.482592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:33.482636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:33.482666] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:33.486291] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-23T20:21:33.486672] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-23T20:21:33.486819] [INFO ] [sig       ] ETN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:33.633477] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ETN.txt
[2025-12-23T20:21:33.633650] [INFO ] [sig       ] [1131/3557] Completed ETN in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:33.633698] [INFO ] [sig       ] [1132/3557] Forecasting ETO...
[2025-12-23T20:21:33.633728] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-23T20:21:33.633759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-23T20:21:33.644665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-23T20:21:33.644963] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-23T20:21:33.645736] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-23T20:21:33.645787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:33.645818] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:33.645845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:33.645900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:33.705653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:33.706493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:33.706588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:33.706623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:33.826700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:33.826850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:33.826889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:33.826917] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:33.830284] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=74.38%)
[2025-12-23T20:21:33.830556] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-23T20:21:33.830696] [INFO ] [sig       ] ETO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:33.969728] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETO.txt
[2025-12-23T20:21:33.969873] [INFO ] [sig       ] [1132/3557] Completed ETO in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:33.969913] [INFO ] [sig       ] [1133/3557] Forecasting ETON...
[2025-12-23T20:21:33.969942] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-23T20:21:33.969971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-23T20:21:33.981689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-23T20:21:33.981988] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-23T20:21:33.982752] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-23T20:21:33.982803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:33.982834] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:33.982861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:33.982916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:34.038900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:34.039796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:34.039881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:34.039913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:34.162134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:34.162291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:34.162332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:34.162361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:34.165778] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-23T20:21:34.166057] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-23T20:21:34.166198] [INFO ] [sig       ] ETON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:34.306275] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ETON.txt
[2025-12-23T20:21:34.306443] [INFO ] [sig       ] [1133/3557] Completed ETON in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:34.306484] [INFO ] [sig       ] [1134/3557] Forecasting ETSY...
[2025-12-23T20:21:34.306514] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-23T20:21:34.306542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-23T20:21:34.318168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-23T20:21:34.318588] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-23T20:21:34.319461] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-23T20:21:34.319517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:34.319550] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:34.319595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:34.319656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:34.379228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:34.380184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:34.380283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:34.380317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:34.516179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:34.516357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:34.516403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:34.516434] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:34.521404] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-23T20:21:34.521778] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-23T20:21:34.521928] [INFO ] [sig       ] ETSY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:34.677676] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETSY.txt
[2025-12-23T20:21:34.677852] [INFO ] [sig       ] [1134/3557] Completed ETSY in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:34.677893] [INFO ] [sig       ] [1135/3557] Forecasting ETY...
[2025-12-23T20:21:34.677926] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-23T20:21:34.677957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-23T20:21:34.689933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-23T20:21:34.690323] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-23T20:21:34.691534] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-23T20:21:34.691619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:34.691652] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:34.691679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:34.691736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:34.753725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:34.754600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:34.754723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:34.754756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:34.876234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:34.876387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:34.876429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:34.876492] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:34.879926] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-23T20:21:34.880207] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-23T20:21:34.880333] [INFO ] [sig       ] ETY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:35.018316] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ETY.txt
[2025-12-23T20:21:35.018427] [INFO ] [sig       ] [1135/3557] Completed ETY in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:35.018465] [INFO ] [sig       ] [1136/3557] Forecasting EUFN...
[2025-12-23T20:21:35.018495] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-23T20:21:35.018524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-23T20:21:35.029637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-23T20:21:35.029889] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-23T20:21:35.030681] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-23T20:21:35.030732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:35.030763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:35.030789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:35.030845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:35.087045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:35.087640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:35.087716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:35.087748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:35.208872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:35.209001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:35.209039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:35.209066] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:35.212641] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-23T20:21:35.212904] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-23T20:21:35.213024] [INFO ] [sig       ] EUFN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:35.350720] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EUFN.txt
[2025-12-23T20:21:35.350829] [INFO ] [sig       ] [1136/3557] Completed EUFN in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:35.350865] [INFO ] [sig       ] [1137/3557] Forecasting EVAX...
[2025-12-23T20:21:35.350894] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-23T20:21:35.350922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-23T20:21:35.362250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-23T20:21:35.362500] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-23T20:21:35.363240] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-23T20:21:35.363291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:35.363322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:35.363349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:35.363404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:35.421764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:35.422331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:35.422416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:35.422448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:35.543252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:35.543386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:35.543423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:35.543451] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:35.546702] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-23T20:21:35.546978] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-23T20:21:35.547107] [INFO ] [sig       ] EVAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:35.685838] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVAX.txt
[2025-12-23T20:21:35.685944] [INFO ] [sig       ] [1137/3557] Completed EVAX in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:35.685983] [INFO ] [sig       ] [1138/3557] Forecasting EVC...
[2025-12-23T20:21:35.686012] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-23T20:21:35.686043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-23T20:21:35.696807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-23T20:21:35.697072] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-23T20:21:35.697821] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-23T20:21:35.697872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:35.697905] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:35.697932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:35.697987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:35.757012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:35.757689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:35.757763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:35.757794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:35.876050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:35.876173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:35.876210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:35.876239] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:35.879521] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-12-23T20:21:35.879808] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-23T20:21:35.879933] [INFO ] [sig       ] EVC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:36.017185] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVC.txt
[2025-12-23T20:21:36.017333] [INFO ] [sig       ] [1138/3557] Completed EVC in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:36.017373] [INFO ] [sig       ] [1139/3557] Forecasting EVCM...
[2025-12-23T20:21:36.017403] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-23T20:21:36.017432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-23T20:21:36.028654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-23T20:21:36.028971] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-23T20:21:36.029764] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-23T20:21:36.029816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:36.029848] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:36.029898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:36.029956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:36.085141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:36.085799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:36.085881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:36.085913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:36.204915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:36.205074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:36.205117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:36.205147] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:36.208483] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-12-23T20:21:36.208776] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-23T20:21:36.208901] [INFO ] [sig       ] EVCM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:36.345322] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVCM.txt
[2025-12-23T20:21:36.345462] [INFO ] [sig       ] [1139/3557] Completed EVCM in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:36.345502] [INFO ] [sig       ] [1140/3557] Forecasting EVEX...
[2025-12-23T20:21:36.345532] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-23T20:21:36.345561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-23T20:21:36.357770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-23T20:21:36.358081] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-23T20:21:36.359040] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-23T20:21:36.359092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:36.359123] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:36.359149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:36.359227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:36.414310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:36.415121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:36.415203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:36.415235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:36.544634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:36.544807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:36.544849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:36.544876] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:36.548186] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-23T20:21:36.548459] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-23T20:21:36.548600] [INFO ] [sig       ] EVEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:36.699802] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVEX.txt
[2025-12-23T20:21:36.699979] [INFO ] [sig       ] [1140/3557] Completed EVEX in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-23T20:21:36.700025] [INFO ] [sig       ] [1141/3557] Forecasting EVF...
[2025-12-23T20:21:36.700065] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-23T20:21:36.700104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-23T20:21:36.712089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-23T20:21:36.712491] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-23T20:21:36.713515] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-23T20:21:36.713601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:36.713655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:36.713695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:36.713773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:36.778516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:36.779440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:36.779527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:36.779560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:36.906337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:36.906514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:36.906562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:36.906612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:36.910680] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-23T20:21:36.911006] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-23T20:21:36.911155] [INFO ] [sig       ] EVF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:37.064926] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EVF.txt
[2025-12-23T20:21:37.065118] [INFO ] [sig       ] [1141/3557] Completed EVF in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-23T20:21:37.065170] [INFO ] [sig       ] [1142/3557] Forecasting EVG...
[2025-12-23T20:21:37.065203] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-23T20:21:37.065234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-23T20:21:37.077722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-23T20:21:37.078089] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-23T20:21:37.079020] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-23T20:21:37.079074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:37.079148] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:37.079211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:37.079289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:37.149799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:37.150842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:37.150923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:37.150954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:37.263275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:37.263433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:37.263473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:37.263502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:37.266941] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-23T20:21:37.267227] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-23T20:21:37.267353] [INFO ] [sig       ] EVG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:37.407445] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVG.txt
[2025-12-23T20:21:37.407630] [INFO ] [sig       ] [1142/3557] Completed EVG in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-23T20:21:37.407672] [INFO ] [sig       ] [1143/3557] Forecasting EVGO...
[2025-12-23T20:21:37.407702] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-23T20:21:37.407738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-23T20:21:37.420398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-23T20:21:37.420739] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-23T20:21:37.421695] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-23T20:21:37.421747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:37.421777] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:37.421802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:37.421858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:37.477186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:37.478069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:37.478152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:37.478183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:37.596710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:37.596871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:37.596912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:37.596941] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:37.600399] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-23T20:21:37.600701] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-23T20:21:37.600830] [INFO ] [sig       ] EVGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:37.753417] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EVGO.txt
[2025-12-23T20:21:37.753637] [INFO ] [sig       ] [1143/3557] Completed EVGO in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-23T20:21:37.753700] [INFO ] [sig       ] [1144/3557] Forecasting EVH...
[2025-12-23T20:21:37.753746] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-23T20:21:37.753787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-23T20:21:37.767979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-23T20:21:37.768447] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-23T20:21:37.769382] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-23T20:21:37.769440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:37.769473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:37.769500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:37.769556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:37.829218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:37.830152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:37.830258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:37.830292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:37.947905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:37.948062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:37.948102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:37.948130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:37.951997] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-23T20:21:37.952268] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-23T20:21:37.952599] [INFO ] [sig       ] EVH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:38.093229] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVH.txt
[2025-12-23T20:21:38.093378] [INFO ] [sig       ] [1144/3557] Completed EVH in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-23T20:21:38.093418] [INFO ] [sig       ] [1145/3557] Forecasting EVN...
[2025-12-23T20:21:38.093447] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-23T20:21:38.093477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-23T20:21:38.105988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-23T20:21:38.106304] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-23T20:21:38.107084] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-23T20:21:38.107137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:38.107167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:38.107193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:38.107247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:38.164252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:38.165130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:38.165213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:38.165245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:38.281047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:38.281219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:38.281266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:38.281333] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:38.284720] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-23T20:21:38.284991] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-23T20:21:38.285113] [INFO ] [sig       ] EVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:38.423999] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVN.txt
[2025-12-23T20:21:38.424168] [INFO ] [sig       ] [1145/3557] Completed EVN in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:38.424209] [INFO ] [sig       ] [1146/3557] Forecasting EVO...
[2025-12-23T20:21:38.424237] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-23T20:21:38.424267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-23T20:21:38.437421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-23T20:21:38.437922] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-23T20:21:38.438881] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-23T20:21:38.438939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:38.438973] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:38.439002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:38.439062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:38.521723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:38.522947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:38.523047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:38.523081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:38.654434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:38.654675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:38.654723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:38.654824] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:38.659217] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-23T20:21:38.659827] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-23T20:21:38.659986] [INFO ] [sig       ] EVO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:38.825171] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVO.txt
[2025-12-23T20:21:38.825416] [INFO ] [sig       ] [1146/3557] Completed EVO in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:38.825464] [INFO ] [sig       ] [1147/3557] Forecasting EVRG...
[2025-12-23T20:21:38.825495] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-23T20:21:38.825525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-23T20:21:38.840618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-23T20:21:38.841107] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-23T20:21:38.842229] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-23T20:21:38.842286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:38.842318] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:38.842344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:38.842404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:38.907505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:38.908770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:38.908874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:38.908911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:39.047420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:39.047614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:39.047661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:39.047693] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:39.051602] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-23T20:21:39.051903] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-23T20:21:39.052035] [INFO ] [sig       ] EVRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:39.194707] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EVRG.txt
[2025-12-23T20:21:39.194853] [INFO ] [sig       ] [1147/3557] Completed EVRG in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:39.194893] [INFO ] [sig       ] [1148/3557] Forecasting EVSD...
[2025-12-23T20:21:39.194923] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-23T20:21:39.194954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-23T20:21:39.207658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-23T20:21:39.207928] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-23T20:21:39.208880] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-23T20:21:39.208934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:39.208964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:39.208989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:39.209044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:39.267513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:39.269917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:39.270215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:39.270255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:39.396051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:39.396266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:39.396312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:39.396340] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:39.400095] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-23T20:21:39.400427] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-23T20:21:39.400568] [INFO ] [sig       ] EVSD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:39.544396] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EVSD.txt
[2025-12-23T20:21:39.544594] [INFO ] [sig       ] [1148/3557] Completed EVSD in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:39.544638] [INFO ] [sig       ] [1149/3557] Forecasting EVTC...
[2025-12-23T20:21:39.544668] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-23T20:21:39.544697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-23T20:21:39.558361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-23T20:21:39.558746] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-23T20:21:39.559635] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-23T20:21:39.559690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:39.559722] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:39.559748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:39.559804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:39.619015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:39.619975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:39.620061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:39.620095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:39.745146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:39.745316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:39.745357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:39.745386] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:39.748790] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2025-12-23T20:21:39.749087] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-23T20:21:39.749239] [INFO ] [sig       ] EVTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:39.890614] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EVTC.txt
[2025-12-23T20:21:39.890765] [INFO ] [sig       ] [1149/3557] Completed EVTC in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:39.890804] [INFO ] [sig       ] [1150/3557] Forecasting EVTL...
[2025-12-23T20:21:39.890834] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-23T20:21:39.890864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-23T20:21:39.903189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-23T20:21:39.903643] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-23T20:21:39.904462] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-23T20:21:39.904516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:39.904548] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:39.904592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:39.904665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:39.960388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:39.961226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:39.961306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:39.961339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:40.083149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:40.083304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:40.083344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:40.083372] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:40.086684] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-12-23T20:21:40.086955] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-23T20:21:40.087077] [INFO ] [sig       ] EVTL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:40.223735] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EVTL.txt
[2025-12-23T20:21:40.223866] [INFO ] [sig       ] [1150/3557] Completed EVTL in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:40.223905] [INFO ] [sig       ] [1151/3557] Forecasting EWBC...
[2025-12-23T20:21:40.223934] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-23T20:21:40.223964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-23T20:21:40.235373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-23T20:21:40.235691] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-23T20:21:40.236522] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-23T20:21:40.236597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:40.236633] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:40.236661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:40.236718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:40.295090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:40.295765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:40.295843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:40.295876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:40.426844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:40.427001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:40.427042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:40.427072] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:40.430604] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-23T20:21:40.430882] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-23T20:21:40.431007] [INFO ] [sig       ] EWBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:40.577756] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EWBC.txt
[2025-12-23T20:21:40.577917] [INFO ] [sig       ] [1151/3557] Completed EWBC in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:40.577957] [INFO ] [sig       ] [1152/3557] Forecasting EWCZ...
[2025-12-23T20:21:40.577986] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-23T20:21:40.578017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-23T20:21:40.593078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-23T20:21:40.593406] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-23T20:21:40.594179] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-23T20:21:40.594243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:40.594274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:40.594303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:40.594359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:40.651225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:40.651937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:40.652068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:40.652109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:40.781359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:40.781519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:40.781562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:40.781611] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:40.785272] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=49.65%)
[2025-12-23T20:21:40.785646] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-23T20:21:40.785788] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:40.929750] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EWCZ.txt
[2025-12-23T20:21:40.929916] [INFO ] [sig       ] [1152/3557] Completed EWCZ in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:40.929958] [INFO ] [sig       ] [1153/3557] Forecasting EWTX...
[2025-12-23T20:21:40.929989] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-23T20:21:40.930020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-23T20:21:40.943657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-23T20:21:40.944123] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-23T20:21:40.945204] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-23T20:21:40.945273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:40.945321] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:40.945362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:40.945446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:41.019047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:41.020156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:41.020252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:41.020292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:41.139537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:41.139728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:41.139770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:41.139809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:41.143355] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=61.78%)
[2025-12-23T20:21:41.143684] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-23T20:21:41.143860] [INFO ] [sig       ] EWTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:41.311181] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EWTX.txt
[2025-12-23T20:21:41.311416] [INFO ] [sig       ] [1153/3557] Completed EWTX in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:41.311490] [INFO ] [sig       ] [1154/3557] Forecasting EWZS...
[2025-12-23T20:21:41.311547] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-23T20:21:41.311616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-23T20:21:41.326626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-23T20:21:41.327105] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-23T20:21:41.328246] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-23T20:21:41.328319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:41.328368] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:41.328411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:41.328499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:41.404336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:41.405222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:41.405308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:41.405342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:41.526521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:41.526700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:41.526741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:41.526770] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:41.530189] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-23T20:21:41.530501] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-23T20:21:41.530655] [INFO ] [sig       ] EWZS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:41.674018] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EWZS.txt
[2025-12-23T20:21:41.674179] [INFO ] [sig       ] [1154/3557] Completed EWZS in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:41.674220] [INFO ] [sig       ] [1155/3557] Forecasting EXAS...
[2025-12-23T20:21:41.674250] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-23T20:21:41.674280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-23T20:21:41.685658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-23T20:21:41.686014] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-23T20:21:41.686827] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-23T20:21:41.686881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:41.686915] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:41.686944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:41.687002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:41.761486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:41.762389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:41.762495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:41.762533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:41.892106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:41.892266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:41.892307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:41.892337] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:41.895953] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-23T20:21:41.896320] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-23T20:21:41.896519] [INFO ] [sig       ] EXAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:42.044509] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXAS.txt
[2025-12-23T20:21:42.044773] [INFO ] [sig       ] [1155/3557] Completed EXAS in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:42.044834] [INFO ] [sig       ] [1156/3557] Forecasting EXC...
[2025-12-23T20:21:42.044876] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-23T20:21:42.044918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-23T20:21:42.056635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-23T20:21:42.057008] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-23T20:21:42.057835] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-23T20:21:42.057891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:42.057924] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:42.057951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:42.058007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:42.113990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:42.114866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:42.114947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:42.114979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:42.235714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:42.235883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:42.235923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:42.235951] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:42.239325] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-23T20:21:42.239631] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-23T20:21:42.239760] [INFO ] [sig       ] EXC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:42.380185] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EXC.txt
[2025-12-23T20:21:42.380342] [INFO ] [sig       ] [1156/3557] Completed EXC in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:42.380381] [INFO ] [sig       ] [1157/3557] Forecasting EXEL...
[2025-12-23T20:21:42.380411] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-23T20:21:42.380441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-23T20:21:42.394994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-23T20:21:42.395795] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-23T20:21:42.396952] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-23T20:21:42.397008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:42.397041] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:42.397068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:42.397126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:42.459483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:42.460903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:42.461004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:42.461040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:42.588265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:42.588529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:42.588615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:42.588656] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:42.592898] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-23T20:21:42.594090] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-23T20:21:42.594524] [INFO ] [sig       ] EXEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:42.746751] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXEL.txt
[2025-12-23T20:21:42.746917] [INFO ] [sig       ] [1157/3557] Completed EXEL in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-23T20:21:42.746959] [INFO ] [sig       ] [1158/3557] Forecasting EXFY...
[2025-12-23T20:21:42.746989] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-23T20:21:42.747021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-23T20:21:42.763324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-23T20:21:42.763877] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-23T20:21:42.765148] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-23T20:21:42.765241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:42.765297] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:42.765343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:42.765436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:42.838738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:42.842708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:42.842843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:42.842879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:42.959926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:42.960095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:42.960136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:42.960165] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:42.963559] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-23T20:21:42.963855] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-23T20:21:42.963983] [INFO ] [sig       ] EXFY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:43.101409] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EXFY.txt
[2025-12-23T20:21:43.101543] [INFO ] [sig       ] [1158/3557] Completed EXFY in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-23T20:21:43.101600] [INFO ] [sig       ] [1159/3557] Forecasting EXG...
[2025-12-23T20:21:43.101633] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-23T20:21:43.101664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-23T20:21:43.112698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-23T20:21:43.112990] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-23T20:21:43.113777] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-23T20:21:43.113831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:43.113889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:43.113918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:43.113974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:43.169690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:43.170371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:43.170454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:43.170486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:43.289382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:43.289555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:43.289614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:43.289644] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:43.292960] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-23T20:21:43.293229] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-23T20:21:43.293351] [INFO ] [sig       ] EXG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:43.430000] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXG.txt
[2025-12-23T20:21:43.430136] [INFO ] [sig       ] [1159/3557] Completed EXG in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-23T20:21:43.430175] [INFO ] [sig       ] [1160/3557] Forecasting EXK...
[2025-12-23T20:21:43.430203] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-23T20:21:43.430232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-23T20:21:43.441597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-23T20:21:43.441907] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-23T20:21:43.442682] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-23T20:21:43.442735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:43.442766] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:43.442792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:43.442848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:43.497616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:43.498262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:43.498339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:43.498370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:43.615638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:43.615785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:43.615824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:43.615852] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:43.619130] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=44.30%)
[2025-12-23T20:21:43.619422] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-23T20:21:43.619545] [INFO ] [sig       ] EXK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:43.755542] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXK.txt
[2025-12-23T20:21:43.755698] [INFO ] [sig       ] [1160/3557] Completed EXK in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-23T20:21:43.755738] [INFO ] [sig       ] [1161/3557] Forecasting EXLS...
[2025-12-23T20:21:43.755766] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-23T20:21:43.755795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-23T20:21:43.767646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-23T20:21:43.767940] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-23T20:21:43.768708] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-23T20:21:43.768760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:43.768791] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:43.768817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:43.768872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:43.823928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:43.824647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:43.824730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:43.824761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:43.947891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:43.948050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:43.948089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:43.948117] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:43.951599] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-12-23T20:21:43.951873] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-23T20:21:43.952009] [INFO ] [sig       ] EXLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:44.092156] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXLS.txt
[2025-12-23T20:21:44.092286] [INFO ] [sig       ] [1161/3557] Completed EXLS in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-23T20:21:44.092325] [INFO ] [sig       ] [1162/3557] Forecasting EXP...
[2025-12-23T20:21:44.092353] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-23T20:21:44.092383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-23T20:21:44.111285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-23T20:21:44.111834] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-23T20:21:44.112608] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-23T20:21:44.112659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:44.112690] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:44.112715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:44.112770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:44.167808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:44.168434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:44.168724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:44.168756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:44.286008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:44.286165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:44.286205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:44.286264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:44.289638] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-23T20:21:44.289916] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-23T20:21:44.290042] [INFO ] [sig       ] EXP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:44.428118] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXP.txt
[2025-12-23T20:21:44.428254] [INFO ] [sig       ] [1162/3557] Completed EXP in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-23T20:21:44.428292] [INFO ] [sig       ] [1163/3557] Forecasting EXPD...
[2025-12-23T20:21:44.428319] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-23T20:21:44.428350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-23T20:21:44.439968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-23T20:21:44.440281] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-23T20:21:44.441073] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-23T20:21:44.441124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:44.441167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:44.441195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:44.441250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:44.496283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:44.496951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:44.497027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:44.497058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:44.612682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:44.612829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:44.612867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:44.612894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:44.616161] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-23T20:21:44.616428] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-23T20:21:44.616549] [INFO ] [sig       ] EXPD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:44.756964] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EXPD.txt
[2025-12-23T20:21:44.757097] [INFO ] [sig       ] [1163/3557] Completed EXPD in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:44.757136] [INFO ] [sig       ] [1164/3557] Forecasting EXPE...
[2025-12-23T20:21:44.757165] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-23T20:21:44.757195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-23T20:21:44.768802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-23T20:21:44.769137] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-23T20:21:44.769969] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-23T20:21:44.770023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:44.770056] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:44.770084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:44.770143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:44.825093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:44.825753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:44.825853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:44.825886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:44.944313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:44.944465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:44.944503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:44.944531] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:44.947811] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-23T20:21:44.948081] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-23T20:21:44.948205] [INFO ] [sig       ] EXPE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:45.084982] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/EXPE.txt
[2025-12-23T20:21:45.085112] [INFO ] [sig       ] [1164/3557] Completed EXPE in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:45.085151] [INFO ] [sig       ] [1165/3557] Forecasting EXPI...
[2025-12-23T20:21:45.085179] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-23T20:21:45.085209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-23T20:21:45.096288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-23T20:21:45.096598] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-23T20:21:45.097332] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-23T20:21:45.097384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:45.097414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:45.097441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:45.097496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:45.152494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:45.153109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:45.153184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:45.153215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:45.268408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:45.268559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:45.268618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:45.268647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:45.271956] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-23T20:21:45.272221] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-23T20:21:45.272346] [INFO ] [sig       ] EXPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:45.409872] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXPI.txt
[2025-12-23T20:21:45.410041] [INFO ] [sig       ] [1165/3557] Completed EXPI in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:45.410081] [INFO ] [sig       ] [1166/3557] Forecasting EXPO...
[2025-12-23T20:21:45.410110] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-23T20:21:45.410139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-23T20:21:45.421384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-23T20:21:45.421801] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-23T20:21:45.422557] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-23T20:21:45.422627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:45.422659] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:45.422686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:45.422741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:45.477743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:45.478542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:45.478639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:45.478672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:45.592357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:45.592505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:45.592544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:45.592591] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:45.595894] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-23T20:21:45.596159] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-23T20:21:45.596279] [INFO ] [sig       ] EXPO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:45.732290] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EXPO.txt
[2025-12-23T20:21:45.732422] [INFO ] [sig       ] [1166/3557] Completed EXPO in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:45.732467] [INFO ] [sig       ] [1167/3557] Forecasting EYE...
[2025-12-23T20:21:45.732497] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-23T20:21:45.732526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-23T20:21:45.745984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-23T20:21:45.746353] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-23T20:21:45.747242] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-23T20:21:45.747298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:45.747339] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:45.747368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:45.747441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:45.811464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:45.812210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:45.812291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:45.812324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:45.933792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:45.933953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:45.933994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:45.934024] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:45.937391] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-23T20:21:45.937690] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-23T20:21:45.937830] [INFO ] [sig       ] EYE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:46.076067] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EYE.txt
[2025-12-23T20:21:46.076203] [INFO ] [sig       ] [1167/3557] Completed EYE in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:46.076242] [INFO ] [sig       ] [1168/3557] Forecasting EZGO...
[2025-12-23T20:21:46.076271] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-23T20:21:46.076301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-23T20:21:46.086670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-23T20:21:46.087012] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-23T20:21:46.087794] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-23T20:21:46.087846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:46.087876] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:46.087902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:46.087958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:46.143177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:46.143941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:46.144019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:46.144051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:46.252956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:46.253111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:46.253150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:46.253177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:46.256460] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-23T20:21:46.256755] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-23T20:21:46.256895] [INFO ] [sig       ] EZGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:46.401917] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/EZGO.txt
[2025-12-23T20:21:46.402075] [INFO ] [sig       ] [1168/3557] Completed EZGO in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:46.402114] [INFO ] [sig       ] [1169/3557] Forecasting F...
[2025-12-23T20:21:46.402143] [INFO ] [sig       ] Generating forecast for: F
[2025-12-23T20:21:46.402172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-23T20:21:46.413881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-23T20:21:46.414228] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-23T20:21:46.414998] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-23T20:21:46.415050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:46.415081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:46.415108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:46.415164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:46.475374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:46.476251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:46.476400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:46.476436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:46.597020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:46.597175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:46.597216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:46.597247] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:46.600722] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-23T20:21:46.601042] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-23T20:21:46.601176] [INFO ] [sig       ] F: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:46.741861] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/F.txt
[2025-12-23T20:21:46.742015] [INFO ] [sig       ] [1169/3557] Completed F in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:46.742079] [INFO ] [sig       ] [1170/3557] Forecasting FA...
[2025-12-23T20:21:46.742110] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-23T20:21:46.742140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-23T20:21:46.753526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-23T20:21:46.753889] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-23T20:21:46.754692] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-23T20:21:46.754747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:46.754779] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:46.754805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:46.754861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:46.810787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:46.811680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:46.811765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:46.811804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:46.931397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:46.931556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:46.931618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:46.931664] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:46.934999] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-23T20:21:46.935273] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-23T20:21:46.935396] [INFO ] [sig       ] FA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:47.072586] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FA.txt
[2025-12-23T20:21:47.072734] [INFO ] [sig       ] [1170/3557] Completed FA in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:47.072775] [INFO ] [sig       ] [1171/3557] Forecasting FAF...
[2025-12-23T20:21:47.072804] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-23T20:21:47.072834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-23T20:21:47.084621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-23T20:21:47.085022] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-23T20:21:47.085824] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-23T20:21:47.085878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:47.085910] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:47.085936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:47.085991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:47.140873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:47.141741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:47.141824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:47.141857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:47.255830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:47.255998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:47.256039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:47.256066] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:47.259471] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-23T20:21:47.259792] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-23T20:21:47.259927] [INFO ] [sig       ] FAF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:47.398217] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FAF.txt
[2025-12-23T20:21:47.398376] [INFO ] [sig       ] [1171/3557] Completed FAF in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:47.398426] [INFO ] [sig       ] [1172/3557] Forecasting FALN...
[2025-12-23T20:21:47.398458] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-23T20:21:47.398487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-23T20:21:47.410263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-23T20:21:47.410597] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-23T20:21:47.411339] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-23T20:21:47.411391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:47.411422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:47.411449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:47.411504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:47.467246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:47.468108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:47.468193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:47.468242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:47.589708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:47.589860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:47.589902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:47.589932] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:47.593330] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-23T20:21:47.593613] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-23T20:21:47.593744] [INFO ] [sig       ] FALN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:47.731358] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FALN.txt
[2025-12-23T20:21:47.731516] [INFO ] [sig       ] [1172/3557] Completed FALN in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:47.731556] [INFO ] [sig       ] [1173/3557] Forecasting FANG...
[2025-12-23T20:21:47.731606] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-23T20:21:47.731637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-23T20:21:47.743769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-23T20:21:47.744098] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-23T20:21:47.744893] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-23T20:21:47.744946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:47.744978] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:47.745004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:47.745061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:47.801693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:47.802431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:47.802523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:47.802557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:47.920820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:47.920980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:47.921020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:47.921048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:47.924350] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=41.68%)
[2025-12-23T20:21:47.924648] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-23T20:21:47.924778] [INFO ] [sig       ] FANG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:48.065210] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FANG.txt
[2025-12-23T20:21:48.065339] [INFO ] [sig       ] [1173/3557] Completed FANG in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:48.065380] [INFO ] [sig       ] [1174/3557] Forecasting FARM...
[2025-12-23T20:21:48.065412] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-23T20:21:48.065441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-23T20:21:48.076423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-23T20:21:48.076752] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-23T20:21:48.077551] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-23T20:21:48.077635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:48.077670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:48.077721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:48.077782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:48.134939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:48.135727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:48.135807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:48.135842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:48.262177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:48.262336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:48.262378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:48.262408] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:48.266249] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-23T20:21:48.266532] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-23T20:21:48.266678] [INFO ] [sig       ] FARM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:48.418115] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FARM.txt
[2025-12-23T20:21:48.418255] [INFO ] [sig       ] [1174/3557] Completed FARM in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:48.418293] [INFO ] [sig       ] [1175/3557] Forecasting FBIN...
[2025-12-23T20:21:48.418322] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-23T20:21:48.418351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-23T20:21:48.429485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-23T20:21:48.429833] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-23T20:21:48.430668] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-23T20:21:48.430724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:48.430757] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:48.430784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:48.430840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:48.488730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:48.489402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:48.489480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:48.489511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:48.612725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:48.612888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:48.612929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:48.612959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:48.616451] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=61.11%)
[2025-12-23T20:21:48.616781] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-23T20:21:48.616916] [INFO ] [sig       ] FBIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:48.763247] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FBIN.txt
[2025-12-23T20:21:48.763375] [INFO ] [sig       ] [1175/3557] Completed FBIN in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-23T20:21:48.763415] [INFO ] [sig       ] [1176/3557] Forecasting FBIO...
[2025-12-23T20:21:48.763444] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-23T20:21:48.763472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-23T20:21:48.774544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-23T20:21:48.774848] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-23T20:21:48.775619] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-23T20:21:48.775671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:48.775738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:48.775767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:48.775823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:48.831108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:48.831848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:48.831924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:48.831956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:48.950182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:48.950339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:48.950379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:48.950407] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:48.953722] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-12-23T20:21:48.953989] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-23T20:21:48.954111] [INFO ] [sig       ] FBIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:49.094958] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FBIO.txt
[2025-12-23T20:21:49.095085] [INFO ] [sig       ] [1176/3557] Completed FBIO in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-23T20:21:49.095123] [INFO ] [sig       ] [1177/3557] Forecasting FBIZ...
[2025-12-23T20:21:49.095153] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-23T20:21:49.095182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-23T20:21:49.106455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-23T20:21:49.106954] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-23T20:21:49.107730] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-23T20:21:49.107781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:49.107812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:49.107838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:49.107894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:49.163946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:49.164550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:49.164651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:49.164685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:49.279757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:49.279880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:49.279919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:49.279946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:49.283170] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-23T20:21:49.283436] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-23T20:21:49.283557] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:49.421788] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FBIZ.txt
[2025-12-23T20:21:49.421912] [INFO ] [sig       ] [1177/3557] Completed FBIZ in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-23T20:21:49.421951] [INFO ] [sig       ] [1178/3557] Forecasting FBK...
[2025-12-23T20:21:49.421979] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-23T20:21:49.422015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-23T20:21:49.432929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-23T20:21:49.433218] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-23T20:21:49.433980] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-23T20:21:49.434031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:49.434064] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:49.434091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:49.434147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:49.489534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:49.490185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:49.490260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:49.490291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:49.608394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:49.608547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:49.608792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:49.608822] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:49.612358] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-23T20:21:49.612644] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-23T20:21:49.612787] [INFO ] [sig       ] FBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:49.814176] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FBK.txt
[2025-12-23T20:21:49.814312] [INFO ] [sig       ] [1178/3557] Completed FBK in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-23T20:21:49.814350] [INFO ] [sig       ] [1179/3557] Forecasting FBL...
[2025-12-23T20:21:49.814379] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-23T20:21:49.814411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-23T20:21:49.825566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-23T20:21:49.825905] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-23T20:21:49.826680] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-23T20:21:49.826732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:49.826764] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:49.826791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:49.826846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:49.885921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:49.886710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:49.886797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:49.886836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:50.007325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:50.007474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:50.007517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:50.007602] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:50.010978] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-12-23T20:21:50.011254] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-23T20:21:50.011382] [INFO ] [sig       ] FBL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:50.155897] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FBL.txt
[2025-12-23T20:21:50.156049] [INFO ] [sig       ] [1179/3557] Completed FBL in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-23T20:21:50.156090] [INFO ] [sig       ] [1180/3557] Forecasting FBNC...
[2025-12-23T20:21:50.156119] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-23T20:21:50.156149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-23T20:21:50.167108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-23T20:21:50.167414] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-23T20:21:50.168180] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-23T20:21:50.168233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:50.168264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:50.168291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:50.168347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:50.223875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:50.224528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:50.224620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:50.224654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:50.339692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:50.339820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:50.339868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:50.339897] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:50.343248] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-23T20:21:50.343518] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-23T20:21:50.343662] [INFO ] [sig       ] FBNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:50.487611] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FBNC.txt
[2025-12-23T20:21:50.487748] [INFO ] [sig       ] [1180/3557] Completed FBNC in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:50.487787] [INFO ] [sig       ] [1181/3557] Forecasting FBP...
[2025-12-23T20:21:50.487816] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-23T20:21:50.487845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-23T20:21:50.499536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-23T20:21:50.499896] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-23T20:21:50.500983] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-23T20:21:50.501037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:50.501068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:50.501093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:50.501150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:50.559436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:50.560099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:50.560174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:50.560207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:50.684998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:50.685161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:50.685208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:50.685238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:50.689214] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-23T20:21:50.689512] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-23T20:21:50.689665] [INFO ] [sig       ] FBP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:50.837828] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FBP.txt
[2025-12-23T20:21:50.837998] [INFO ] [sig       ] [1181/3557] Completed FBP in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:50.838043] [INFO ] [sig       ] [1182/3557] Forecasting FC...
[2025-12-23T20:21:50.838073] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-23T20:21:50.838104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-23T20:21:50.848952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-23T20:21:50.849262] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-23T20:21:50.850032] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-23T20:21:50.850085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:50.850117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:50.850143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:50.850199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:50.906939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:50.907559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:50.907660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:50.907694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:51.030151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:51.030284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:51.030322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:51.030350] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:51.033598] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-23T20:21:51.033860] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-23T20:21:51.033981] [INFO ] [sig       ] FC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:51.173424] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FC.txt
[2025-12-23T20:21:51.173551] [INFO ] [sig       ] [1182/3557] Completed FC in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:51.173606] [INFO ] [sig       ] [1183/3557] Forecasting FCAL...
[2025-12-23T20:21:51.173636] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-23T20:21:51.173667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-23T20:21:51.183871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-23T20:21:51.184181] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-23T20:21:51.184954] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-23T20:21:51.185006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:51.185038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:51.185064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:51.185119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:51.241375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:51.242002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:51.242079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:51.242111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:51.350610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:51.350746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:51.350786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:51.350814] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:51.354091] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-12-23T20:21:51.354356] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-23T20:21:51.354487] [INFO ] [sig       ] FCAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:51.499482] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FCAL.txt
[2025-12-23T20:21:51.499630] [INFO ] [sig       ] [1183/3557] Completed FCAL in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:51.499671] [INFO ] [sig       ] [1184/3557] Forecasting FCBC...
[2025-12-23T20:21:51.499700] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-23T20:21:51.499730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-23T20:21:51.510491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-23T20:21:51.511024] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-23T20:21:51.512034] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-23T20:21:51.512090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:51.512121] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:51.512147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:51.512203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:51.567823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:51.568436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:51.568522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:51.568557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:51.686951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:51.687094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:51.687132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:51.687162] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:51.690489] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-23T20:21:51.690771] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-23T20:21:51.690894] [INFO ] [sig       ] FCBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:51.835246] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCBC.txt
[2025-12-23T20:21:51.835397] [INFO ] [sig       ] [1184/3557] Completed FCBC in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:51.835439] [INFO ] [sig       ] [1185/3557] Forecasting FCCO...
[2025-12-23T20:21:51.835470] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-23T20:21:51.835500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-23T20:21:51.847959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-23T20:21:51.848250] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-23T20:21:51.849083] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-23T20:21:51.849138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:51.849170] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:51.849222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:51.849296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:51.908395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:51.909065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:51.909143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:51.909192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:52.032531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:52.032709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:52.032750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:52.032779] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:52.036195] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-12-23T20:21:52.036486] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-23T20:21:52.036635] [INFO ] [sig       ] FCCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:52.182991] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCCO.txt
[2025-12-23T20:21:52.183196] [INFO ] [sig       ] [1185/3557] Completed FCCO in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:52.183246] [INFO ] [sig       ] [1186/3557] Forecasting FCEL...
[2025-12-23T20:21:52.183280] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-23T20:21:52.183312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-23T20:21:52.194965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-23T20:21:52.195312] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-23T20:21:52.196184] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-23T20:21:52.196237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:52.196268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:52.196296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:52.196352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:52.251752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:52.252463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:52.252607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:52.252643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:52.365858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:52.366012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:52.366050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:52.366078] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:52.369408] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-23T20:21:52.369695] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-23T20:21:52.369818] [INFO ] [sig       ] FCEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:52.509878] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCEL.txt
[2025-12-23T20:21:52.510013] [INFO ] [sig       ] [1186/3557] Completed FCEL in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:52.510052] [INFO ] [sig       ] [1187/3557] Forecasting FCF...
[2025-12-23T20:21:52.510081] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-23T20:21:52.510111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-23T20:21:52.521185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-23T20:21:52.521477] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-23T20:21:52.522280] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-23T20:21:52.522346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:52.522380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:52.522407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:52.522465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:52.578655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:52.579515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:52.579618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:52.579654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:52.704253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:52.704390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:52.704431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:52.704461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:52.707882] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=43.06%)
[2025-12-23T20:21:52.708154] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-23T20:21:52.708280] [INFO ] [sig       ] FCF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:52.854165] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCF.txt
[2025-12-23T20:21:52.854297] [INFO ] [sig       ] [1187/3557] Completed FCF in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:52.854336] [INFO ] [sig       ] [1188/3557] Forecasting FCFS...
[2025-12-23T20:21:52.854366] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-23T20:21:52.854394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-23T20:21:52.866251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-23T20:21:52.866546] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-23T20:21:52.867461] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-23T20:21:52.867517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:52.867552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:52.867620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:52.867701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:52.924566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:52.925205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:52.925281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:52.925311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:53.047344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:53.047521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:53.047588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:53.047621] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:53.052225] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-23T20:21:53.052709] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-23T20:21:53.052879] [INFO ] [sig       ] FCFS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:53.194332] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FCFS.txt
[2025-12-23T20:21:53.194479] [INFO ] [sig       ] [1188/3557] Completed FCFS in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:53.194529] [INFO ] [sig       ] [1189/3557] Forecasting FCN...
[2025-12-23T20:21:53.194561] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-23T20:21:53.194616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-23T20:21:53.207236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-23T20:21:53.207530] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-23T20:21:53.208362] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-23T20:21:53.208417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:53.208449] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:53.208475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:53.208540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:53.265875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:53.266493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:53.266607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:53.266836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:53.387347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:53.387493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:53.387533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:53.387564] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:53.391354] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-23T20:21:53.391652] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-23T20:21:53.391796] [INFO ] [sig       ] FCN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:53.533793] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCN.txt
[2025-12-23T20:21:53.533995] [INFO ] [sig       ] [1189/3557] Completed FCN in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:53.534049] [INFO ] [sig       ] [1190/3557] Forecasting FCNCA...
[2025-12-23T20:21:53.534091] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-23T20:21:53.534132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-23T20:21:53.549929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-23T20:21:53.550334] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-23T20:21:53.551321] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-23T20:21:53.551388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:53.551429] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:53.551464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:53.551549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:53.611588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:53.612431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:53.612514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:53.612548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:53.729965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:53.730134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:53.730184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:53.730215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:53.733834] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-23T20:21:53.734113] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-23T20:21:53.734237] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:53.872657] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCNCA.txt
[2025-12-23T20:21:53.872985] [INFO ] [sig       ] [1190/3557] Completed FCNCA in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:53.873024] [INFO ] [sig       ] [1191/3557] Forecasting FCNCO...
[2025-12-23T20:21:53.873054] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-23T20:21:53.873084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-23T20:21:53.885097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-23T20:21:53.885391] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-23T20:21:53.886349] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-23T20:21:53.886401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:53.886432] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:53.886458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:53.886513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:53.942842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:53.943435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:53.943511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:53.943541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:54.042801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:54.042957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:54.042998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:54.043028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:54.046476] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-23T20:21:54.046794] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-23T20:21:54.046923] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:54.189264] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCNCO.txt
[2025-12-23T20:21:54.189433] [INFO ] [sig       ] [1191/3557] Completed FCNCO in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:54.189475] [INFO ] [sig       ] [1192/3557] Forecasting FCNCP...
[2025-12-23T20:21:54.189507] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-23T20:21:54.189538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-23T20:21:54.201192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-23T20:21:54.201640] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-23T20:21:54.202425] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-23T20:21:54.202478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:54.202511] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:54.202538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:54.202613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:54.260746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:54.261625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:54.261708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:54.261743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:54.364352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:54.364514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:54.364559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:54.364613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:54.368067] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-23T20:21:54.368382] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-23T20:21:54.368518] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:54.513097] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FCNCP.txt
[2025-12-23T20:21:54.513264] [INFO ] [sig       ] [1192/3557] Completed FCNCP in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:54.513305] [INFO ] [sig       ] [1193/3557] Forecasting FCTE...
[2025-12-23T20:21:54.513335] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-23T20:21:54.513365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-23T20:21:54.525967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-23T20:21:54.526392] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-23T20:21:54.527210] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-23T20:21:54.527263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:54.527326] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:54.527353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:54.527414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:54.589864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:54.590723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:54.590803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:54.590837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:54.709341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:54.709498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:54.709547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:54.709612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:54.713017] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-23T20:21:54.713294] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-23T20:21:54.713423] [INFO ] [sig       ] FCTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:54.866620] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FCTE.txt
[2025-12-23T20:21:54.866977] [INFO ] [sig       ] [1193/3557] Completed FCTE in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-23T20:21:54.867018] [INFO ] [sig       ] [1194/3557] Forecasting FCX...
[2025-12-23T20:21:54.867047] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-23T20:21:54.867076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-23T20:21:54.878557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-23T20:21:54.878947] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-23T20:21:54.879796] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-23T20:21:54.879849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:54.879882] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:54.879909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:54.879967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:54.937894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:54.938773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:54.938852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:54.938886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:55.064359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:55.064533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:55.064591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:55.064623] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:55.067922] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-23T20:21:55.068200] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-23T20:21:55.068325] [INFO ] [sig       ] FCX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:55.216965] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FCX.txt
[2025-12-23T20:21:55.217120] [INFO ] [sig       ] [1194/3557] Completed FCX in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-23T20:21:55.217160] [INFO ] [sig       ] [1195/3557] Forecasting FDBC...
[2025-12-23T20:21:55.217189] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-23T20:21:55.217220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-23T20:21:55.227253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-23T20:21:55.227648] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-23T20:21:55.228450] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-23T20:21:55.228506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:55.228539] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:55.228567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:55.228652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:55.286057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:55.286908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:55.286992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:55.287024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:55.381361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:55.381502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:55.381542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:55.381586] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:55.384860] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2025-12-23T20:21:55.385126] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-23T20:21:55.385248] [INFO ] [sig       ] FDBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:55.523240] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDBC.txt
[2025-12-23T20:21:55.523366] [INFO ] [sig       ] [1195/3557] Completed FDBC in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-23T20:21:55.523405] [INFO ] [sig       ] [1196/3557] Forecasting FDIF...
[2025-12-23T20:21:55.523434] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-23T20:21:55.523464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-23T20:21:55.533673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-23T20:21:55.533985] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-23T20:21:55.534753] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-23T20:21:55.534806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:55.534836] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:55.534862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:55.534918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:55.594470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:55.595506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:55.595606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:55.595641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:55.696269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:55.696418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:55.696457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:55.696529] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:55.699876] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-23T20:21:55.700144] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-23T20:21:55.700275] [INFO ] [sig       ] FDIF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:55.839638] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDIF.txt
[2025-12-23T20:21:55.839777] [INFO ] [sig       ] [1196/3557] Completed FDIF in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:55.839815] [INFO ] [sig       ] [1197/3557] Forecasting FDIG...
[2025-12-23T20:21:55.839844] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-23T20:21:55.839874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-23T20:21:55.850908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-23T20:21:55.851203] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-23T20:21:55.851964] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-23T20:21:55.852015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:55.852047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:55.852073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:55.852128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:55.907461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:55.908061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:55.908136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:55.908167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:56.021821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:56.021945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:56.021982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:56.022011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:56.025208] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-23T20:21:56.025472] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-23T20:21:56.025628] [INFO ] [sig       ] FDIG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:56.162898] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDIG.txt
[2025-12-23T20:21:56.163020] [INFO ] [sig       ] [1197/3557] Completed FDIG in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:56.163058] [INFO ] [sig       ] [1198/3557] Forecasting FDP...
[2025-12-23T20:21:56.163088] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-23T20:21:56.163117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-23T20:21:56.174243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-23T20:21:56.174522] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-23T20:21:56.175282] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-23T20:21:56.175343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:56.175375] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:56.175401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:56.175457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:56.231811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:56.232405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:56.232479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:56.232511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:56.352435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:56.352607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:56.352653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:56.352682] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:56.356048] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-23T20:21:56.356379] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-23T20:21:56.356514] [INFO ] [sig       ] FDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:56.497775] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDP.txt
[2025-12-23T20:21:56.497902] [INFO ] [sig       ] [1198/3557] Completed FDP in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:56.497939] [INFO ] [sig       ] [1199/3557] Forecasting FDS...
[2025-12-23T20:21:56.497968] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-23T20:21:56.497998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-23T20:21:56.508748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-23T20:21:56.509017] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-23T20:21:56.509819] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-23T20:21:56.509871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:56.509902] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:56.509928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:56.509983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:56.565957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:56.566566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:56.566657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:56.566689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:56.681265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:56.681415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:56.681454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:56.681481] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:56.684820] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-23T20:21:56.685088] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-23T20:21:56.685210] [INFO ] [sig       ] FDS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:56.822537] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDS.txt
[2025-12-23T20:21:56.822682] [INFO ] [sig       ] [1199/3557] Completed FDS in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:56.822721] [INFO ] [sig       ] [1200/3557] Forecasting FDTX...
[2025-12-23T20:21:56.822751] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-23T20:21:56.822780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-23T20:21:56.832827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-23T20:21:56.833129] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-23T20:21:56.834075] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-23T20:21:56.834129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:56.834159] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:56.834185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:56.834239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:56.890010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:56.890669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:56.890743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:56.890775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:57.006458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:57.006609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:57.006649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:57.006677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:57.009923] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-23T20:21:57.010187] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-23T20:21:57.010306] [INFO ] [sig       ] FDTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:57.160930] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDTX.txt
[2025-12-23T20:21:57.161058] [INFO ] [sig       ] [1200/3557] Completed FDTX in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:57.161096] [INFO ] [sig       ] [1201/3557] Forecasting FDUS...
[2025-12-23T20:21:57.161125] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-23T20:21:57.161155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-23T20:21:57.172522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-23T20:21:57.172852] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-23T20:21:57.173669] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-23T20:21:57.173723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:57.173756] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:57.173783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:57.173840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:57.231150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:57.231876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:57.231966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:57.232001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:57.351200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:57.351346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:57.351388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:57.351418] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:57.354853] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-12-23T20:21:57.355125] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-23T20:21:57.355245] [INFO ] [sig       ] FDUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:57.494003] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FDUS.txt
[2025-12-23T20:21:57.494143] [INFO ] [sig       ] [1201/3557] Completed FDUS in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:57.494198] [INFO ] [sig       ] [1202/3557] Forecasting FDX...
[2025-12-23T20:21:57.494230] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-23T20:21:57.494260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-23T20:21:57.505748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-23T20:21:57.506241] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-23T20:21:57.507046] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-23T20:21:57.507098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:57.507129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:57.507155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:57.507211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:57.563008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:57.563617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:57.563691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:57.563726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:57.688482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:57.688657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:57.688701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:57.688729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:57.692283] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-23T20:21:57.692619] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-23T20:21:57.692753] [INFO ] [sig       ] FDX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:57.834862] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FDX.txt
[2025-12-23T20:21:57.834990] [INFO ] [sig       ] [1202/3557] Completed FDX in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:57.835029] [INFO ] [sig       ] [1203/3557] Forecasting FE...
[2025-12-23T20:21:57.835059] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-23T20:21:57.835094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-23T20:21:57.849743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-23T20:21:57.850373] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-23T20:21:57.851392] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-23T20:21:57.851449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:57.851483] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:57.851511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:57.851599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:57.912447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:57.913664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:57.913810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:57.913844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:58.042075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:58.042340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:58.042389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:58.042419] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:58.046785] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-23T20:21:58.047159] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-23T20:21:58.047335] [INFO ] [sig       ] FE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:58.190483] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FE.txt
[2025-12-23T20:21:58.190717] [INFO ] [sig       ] [1203/3557] Completed FE in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:58.190762] [INFO ] [sig       ] [1204/3557] Forecasting FEIM...
[2025-12-23T20:21:58.190795] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-23T20:21:58.190825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-23T20:21:58.208097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-23T20:21:58.208625] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-23T20:21:58.209746] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-23T20:21:58.209813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:58.209856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:58.209892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:58.209974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:58.274033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:58.275011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:58.275103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:58.275138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:58.390151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:58.390320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:58.390364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:58.390393] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:58.393874] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-23T20:21:58.394172] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-23T20:21:58.394325] [INFO ] [sig       ] FEIM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:58.549515] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FEIM.txt
[2025-12-23T20:21:58.549680] [INFO ] [sig       ] [1204/3557] Completed FEIM in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:58.549730] [INFO ] [sig       ] [1205/3557] Forecasting FELE...
[2025-12-23T20:21:58.549767] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-23T20:21:58.549798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-23T20:21:58.561792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-23T20:21:58.562075] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-23T20:21:58.562835] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-23T20:21:58.562887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:58.562918] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:58.562944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:58.562999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:58.618554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:58.619158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:58.619249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:58.619281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:58.735830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:58.735997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:58.736051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:58.736081] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:58.739443] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-23T20:21:58.739758] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-23T20:21:58.739885] [INFO ] [sig       ] FELE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:58.887872] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FELE.txt
[2025-12-23T20:21:58.888071] [INFO ] [sig       ] [1205/3557] Completed FELE in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:58.888137] [INFO ] [sig       ] [1206/3557] Forecasting FEM...
[2025-12-23T20:21:58.888177] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-23T20:21:58.888207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-23T20:21:58.901839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-23T20:21:58.902454] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-23T20:21:58.903445] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-23T20:21:58.903502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:58.903535] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:58.903561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:58.903637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:58.959995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:58.961192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:58.961290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:58.961323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:59.076397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:59.076589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:59.076632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:59.076667] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:59.080084] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-23T20:21:59.080364] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-23T20:21:59.080496] [INFO ] [sig       ] FEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:59.231453] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FEM.txt
[2025-12-23T20:21:59.231714] [INFO ] [sig       ] [1206/3557] Completed FEM in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:59.231762] [INFO ] [sig       ] [1207/3557] Forecasting FEMB...
[2025-12-23T20:21:59.231794] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-23T20:21:59.231826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-23T20:21:59.243609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-23T20:21:59.244060] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-23T20:21:59.244950] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-23T20:21:59.245008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:59.245042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:59.245068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:59.245124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:59.308940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:59.309873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:59.309980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:59.310015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:59.448047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:59.448206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:59.448247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:59.448276] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:59.452039] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2025-12-23T20:21:59.452309] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-23T20:21:59.452433] [INFO ] [sig       ] FEMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:21:59.596019] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FEMB.txt
[2025-12-23T20:21:59.596162] [INFO ] [sig       ] [1207/3557] Completed FEMB in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:59.596201] [INFO ] [sig       ] [1208/3557] Forecasting FEMS...
[2025-12-23T20:21:59.596231] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-23T20:21:59.596259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-23T20:21:59.608661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-23T20:21:59.608990] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-23T20:21:59.609796] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-23T20:21:59.609849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:59.609879] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:59.609905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:59.609961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:21:59.666399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:21:59.667037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:21:59.667114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:21:59.667145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:21:59.786446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:21:59.786643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:21:59.786696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:21:59.786735] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:21:59.790555] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=56.63%)
[2025-12-23T20:21:59.790894] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-23T20:21:59.791023] [INFO ] [sig       ] FEMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:21:59.937903] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FEMS.txt
[2025-12-23T20:21:59.938033] [INFO ] [sig       ] [1208/3557] Completed FEMS in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:21:59.938071] [INFO ] [sig       ] [1209/3557] Forecasting FEP...
[2025-12-23T20:21:59.938101] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-23T20:21:59.938130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-23T20:21:59.948925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-23T20:21:59.949233] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-23T20:21:59.950038] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-23T20:21:59.950088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:21:59.950130] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:21:59.950157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:21:59.950213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:00.007197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:00.007808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:00.007885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:00.007916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:00.121768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:00.121889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:00.121925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:00.121955] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:00.125220] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-23T20:22:00.125494] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-23T20:22:00.125638] [INFO ] [sig       ] FEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:00.265749] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FEP.txt
[2025-12-23T20:22:00.265902] [INFO ] [sig       ] [1209/3557] Completed FEP in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:22:00.265941] [INFO ] [sig       ] [1210/3557] Forecasting FEPI...
[2025-12-23T20:22:00.265972] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-23T20:22:00.266001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-23T20:22:00.277003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-23T20:22:00.277318] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-23T20:22:00.278078] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-23T20:22:00.278130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:00.278188] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:00.278215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:00.278272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:00.334376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:00.335097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:00.335177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:00.335208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:00.453911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:00.454075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:00.454113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:00.454141] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:00.457558] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-23T20:22:00.457907] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-23T20:22:00.458043] [INFO ] [sig       ] FEPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:00.607884] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FEPI.txt
[2025-12-23T20:22:00.608048] [INFO ] [sig       ] [1210/3557] Completed FEPI in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:22:00.608090] [INFO ] [sig       ] [1211/3557] Forecasting FERG...
[2025-12-23T20:22:00.608119] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-23T20:22:00.608149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-23T20:22:00.622601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-23T20:22:00.623061] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-23T20:22:00.624172] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-23T20:22:00.624242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:00.624293] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:00.624334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:00.624419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:00.692399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:00.693272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:00.693356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:00.693388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:00.818839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:00.818997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:00.819039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:00.819069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:00.823005] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-23T20:22:00.823409] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-23T20:22:00.823600] [INFO ] [sig       ] FERG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:00.976709] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FERG.txt
[2025-12-23T20:22:00.976861] [INFO ] [sig       ] [1211/3557] Completed FERG in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-23T20:22:00.976901] [INFO ] [sig       ] [1212/3557] Forecasting FEX...
[2025-12-23T20:22:00.976931] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-23T20:22:00.976961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-23T20:22:00.988386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-23T20:22:00.988723] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-23T20:22:00.989508] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-23T20:22:00.989561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:00.989611] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:00.989639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:00.989705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:01.045824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:01.046619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:01.046700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:01.046732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:01.158470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:01.158610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:01.158652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:01.158682] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:01.162287] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-23T20:22:01.162568] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-23T20:22:01.162718] [INFO ] [sig       ] FEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:01.308261] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FEX.txt
[2025-12-23T20:22:01.308412] [INFO ] [sig       ] [1212/3557] Completed FEX in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-23T20:22:01.308451] [INFO ] [sig       ] [1213/3557] Forecasting FF...
[2025-12-23T20:22:01.308486] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-23T20:22:01.308519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-23T20:22:01.319485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-23T20:22:01.319819] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-23T20:22:01.320590] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-23T20:22:01.320642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:01.320674] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:01.320700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:01.320757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:01.378313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:01.379099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:01.379207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:01.379244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:01.498725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:01.498837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:01.498875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:01.498937] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:01.502270] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-12-23T20:22:01.502556] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-23T20:22:01.502708] [INFO ] [sig       ] FF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:01.657022] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FF.txt
[2025-12-23T20:22:01.657145] [INFO ] [sig       ] [1213/3557] Completed FF in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-23T20:22:01.657185] [INFO ] [sig       ] [1214/3557] Forecasting FFA...
[2025-12-23T20:22:01.657215] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-23T20:22:01.657244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-23T20:22:01.668014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-23T20:22:01.668295] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-23T20:22:01.669099] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-23T20:22:01.669151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:01.669209] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:01.669239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:01.669297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:01.736214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:01.737105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:01.737191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:01.737223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:01.856260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:01.856401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:01.856442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:01.856471] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:01.859963] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-23T20:22:01.860269] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-23T20:22:01.860405] [INFO ] [sig       ] FFA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:01.999384] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FFA.txt
[2025-12-23T20:22:01.999521] [INFO ] [sig       ] [1214/3557] Completed FFA in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:01.999561] [INFO ] [sig       ] [1215/3557] Forecasting FFBC...
[2025-12-23T20:22:01.999610] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-23T20:22:01.999641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-23T20:22:02.010512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-23T20:22:02.010829] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-23T20:22:02.011595] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-23T20:22:02.011648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:02.011679] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:02.011705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:02.011762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:02.070638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:02.071306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:02.071381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:02.071413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:02.187589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:02.187724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:02.187761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:02.187789] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:02.191041] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-12-23T20:22:02.191307] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-23T20:22:02.191428] [INFO ] [sig       ] FFBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:02.329169] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FFBC.txt
[2025-12-23T20:22:02.329304] [INFO ] [sig       ] [1215/3557] Completed FFBC in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:02.329342] [INFO ] [sig       ] [1216/3557] Forecasting FFC...
[2025-12-23T20:22:02.329371] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-23T20:22:02.329400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-23T20:22:02.340927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-23T20:22:02.341206] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-23T20:22:02.341996] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-23T20:22:02.342049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:02.342080] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:02.342107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:02.342162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:02.398073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:02.398690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:02.398765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:02.398796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:02.517455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:02.517607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:02.517647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:02.517675] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:02.521146] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-23T20:22:02.521409] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-23T20:22:02.521531] [INFO ] [sig       ] FFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:02.660822] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FFC.txt
[2025-12-23T20:22:02.660982] [INFO ] [sig       ] [1216/3557] Completed FFC in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:02.661020] [INFO ] [sig       ] [1217/3557] Forecasting FFIC...
[2025-12-23T20:22:02.661051] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-23T20:22:02.661080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-23T20:22:02.674127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-23T20:22:02.674403] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-23T20:22:02.675166] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-23T20:22:02.675218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:02.675250] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:02.675277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:02.675333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:02.732806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:02.733737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:02.733817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:02.733851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:02.853457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:02.853593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:02.853631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:02.853659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:02.856940] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2025-12-23T20:22:02.857203] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-23T20:22:02.857325] [INFO ] [sig       ] FFIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:03.004411] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FFIC.txt
[2025-12-23T20:22:03.004537] [INFO ] [sig       ] [1217/3557] Completed FFIC in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:03.004593] [INFO ] [sig       ] [1218/3557] Forecasting FFIN...
[2025-12-23T20:22:03.004625] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-23T20:22:03.004655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-23T20:22:03.015617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-23T20:22:03.015903] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-23T20:22:03.016660] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-23T20:22:03.016713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:03.016744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:03.016769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:03.016824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:03.072790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:03.073375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:03.073450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:03.073482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:03.188024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:03.188150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:03.188187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:03.188215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:03.191449] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-23T20:22:03.191729] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-23T20:22:03.191852] [INFO ] [sig       ] FFIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:03.331361] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FFIN.txt
[2025-12-23T20:22:03.331533] [INFO ] [sig       ] [1218/3557] Completed FFIN in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:03.331591] [INFO ] [sig       ] [1219/3557] Forecasting FFWM...
[2025-12-23T20:22:03.331627] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-23T20:22:03.331670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-23T20:22:03.343943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-23T20:22:03.344279] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-23T20:22:03.345105] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-23T20:22:03.345160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:03.345190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:03.345224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:03.345292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:03.400454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:03.401158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:03.401241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:03.401274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:03.519272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:03.519446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:03.519488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:03.519517] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:03.523360] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-23T20:22:03.523662] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-23T20:22:03.523795] [INFO ] [sig       ] FFWM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:03.665334] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FFWM.txt
[2025-12-23T20:22:03.665495] [INFO ] [sig       ] [1219/3557] Completed FFWM in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:03.665536] [INFO ] [sig       ] [1220/3557] Forecasting FG...
[2025-12-23T20:22:03.665566] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-23T20:22:03.665631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-23T20:22:03.677260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-23T20:22:03.677662] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-23T20:22:03.678470] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-23T20:22:03.678525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:03.678556] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:03.678609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:03.678681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:03.737067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:03.738045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:03.738170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:03.738204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:03.860011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:03.860163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:03.860202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:03.860232] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:03.863635] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-23T20:22:03.863922] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-23T20:22:03.864055] [INFO ] [sig       ] FG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:04.001861] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FG.txt
[2025-12-23T20:22:04.002011] [INFO ] [sig       ] [1220/3557] Completed FG in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:04.002050] [INFO ] [sig       ] [1221/3557] Forecasting FGEN...
[2025-12-23T20:22:04.002080] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-23T20:22:04.002110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-23T20:22:04.014112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-23T20:22:04.014421] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-23T20:22:04.015190] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-23T20:22:04.015242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:04.015274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:04.015299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:04.015355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:04.070677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:04.071270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:04.071346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:04.071377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:04.187715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:04.187849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:04.187888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:04.187917] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:04.191153] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-23T20:22:04.191423] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-23T20:22:04.191548] [INFO ] [sig       ] FGEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:04.327900] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FGEN.txt
[2025-12-23T20:22:04.328015] [INFO ] [sig       ] [1221/3557] Completed FGEN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:04.328053] [INFO ] [sig       ] [1222/3557] Forecasting FHB...
[2025-12-23T20:22:04.328082] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-23T20:22:04.328111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-23T20:22:04.339082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-23T20:22:04.339385] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-23T20:22:04.340143] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-23T20:22:04.340205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:04.340236] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:04.340262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:04.340318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:04.396111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:04.396732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:04.396807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:04.396838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:04.516090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:04.516251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:04.516291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:04.516319] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:04.519703] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-23T20:22:04.520010] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-23T20:22:04.520133] [INFO ] [sig       ] FHB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:04.657586] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FHB.txt
[2025-12-23T20:22:04.657708] [INFO ] [sig       ] [1222/3557] Completed FHB in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:04.657746] [INFO ] [sig       ] [1223/3557] Forecasting FHI...
[2025-12-23T20:22:04.657776] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-23T20:22:04.657804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-23T20:22:04.669041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-23T20:22:04.669342] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-23T20:22:04.670103] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-23T20:22:04.670154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:04.670186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:04.670212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:04.670268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:04.726264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:04.727085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:04.727162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:04.727194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:04.845555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:04.845724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:04.845763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:04.845793] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:04.849075] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-23T20:22:04.849370] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-23T20:22:04.849491] [INFO ] [sig       ] FHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:04.988323] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FHI.txt
[2025-12-23T20:22:04.988506] [INFO ] [sig       ] [1223/3557] Completed FHI in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:04.988547] [INFO ] [sig       ] [1224/3557] Forecasting FHN...
[2025-12-23T20:22:04.988595] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-23T20:22:04.988628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-23T20:22:04.999982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-23T20:22:05.000353] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-23T20:22:05.001180] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-23T20:22:05.001234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:05.001267] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:05.001294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:05.001350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:05.057504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:05.058357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:05.058440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:05.058473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:05.175799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:05.175951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:05.175989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:05.176018] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:05.179704] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-23T20:22:05.179987] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-23T20:22:05.180115] [INFO ] [sig       ] FHN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:05.323244] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FHN.txt
[2025-12-23T20:22:05.323385] [INFO ] [sig       ] [1224/3557] Completed FHN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:05.323430] [INFO ] [sig       ] [1225/3557] Forecasting FHTX...
[2025-12-23T20:22:05.323460] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-23T20:22:05.323489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-23T20:22:05.334436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-23T20:22:05.334740] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-23T20:22:05.335502] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-23T20:22:05.335554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:05.335613] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:05.335643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:05.335705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:05.392996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:05.393646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:05.393724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:05.393757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:05.513304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:05.513434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:05.513472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:05.513500] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:05.516732] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-23T20:22:05.516994] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-23T20:22:05.517114] [INFO ] [sig       ] FHTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:05.675324] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FHTX.txt
[2025-12-23T20:22:05.675479] [INFO ] [sig       ] [1225/3557] Completed FHTX in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:05.675526] [INFO ] [sig       ] [1226/3557] Forecasting FIBK...
[2025-12-23T20:22:05.675557] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-23T20:22:05.675608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-23T20:22:05.686769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-23T20:22:05.687093] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-23T20:22:05.687898] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-23T20:22:05.687953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:05.687986] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:05.688014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:05.688070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:05.744537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:05.745392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:05.745475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:05.745508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:05.862600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:05.862761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:05.862799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:05.862828] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:05.866127] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-23T20:22:05.866393] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-23T20:22:05.866514] [INFO ] [sig       ] FIBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:06.015897] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIBK.txt
[2025-12-23T20:22:06.016064] [INFO ] [sig       ] [1226/3557] Completed FIBK in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:06.016103] [INFO ] [sig       ] [1227/3557] Forecasting FICO...
[2025-12-23T20:22:06.016134] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-23T20:22:06.016163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-23T20:22:06.028326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-23T20:22:06.028725] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-23T20:22:06.029655] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-23T20:22:06.029709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:06.029773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:06.029805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:06.029878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:06.089042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:06.089945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:06.090027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:06.090061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:06.205684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:06.205842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:06.205882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:06.205910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:06.209255] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=54.12%)
[2025-12-23T20:22:06.209543] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-23T20:22:06.209687] [INFO ] [sig       ] FICO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:06.351059] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FICO.txt
[2025-12-23T20:22:06.351222] [INFO ] [sig       ] [1227/3557] Completed FICO in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:06.351264] [INFO ] [sig       ] [1228/3557] Forecasting FICS...
[2025-12-23T20:22:06.351296] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-23T20:22:06.351327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-23T20:22:06.362487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-23T20:22:06.362835] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-23T20:22:06.363598] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-23T20:22:06.363650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:06.363681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:06.363708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:06.363763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:06.419387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:06.420225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:06.420306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:06.420338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:06.541582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:06.541739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:06.541779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:06.541807] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:06.545483] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-23T20:22:06.545772] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-23T20:22:06.545898] [INFO ] [sig       ] FICS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:06.686629] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FICS.txt
[2025-12-23T20:22:06.686787] [INFO ] [sig       ] [1228/3557] Completed FICS in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-23T20:22:06.686827] [INFO ] [sig       ] [1229/3557] Forecasting FID...
[2025-12-23T20:22:06.686858] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-23T20:22:06.686887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-23T20:22:06.697951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-23T20:22:06.698312] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-23T20:22:06.699104] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-23T20:22:06.699157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:06.699214] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:06.699245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:06.699307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:06.755657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:06.756463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:06.756540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:06.756589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:06.875041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:06.875207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:06.875264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:06.875293] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:06.878808] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-23T20:22:06.879092] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-23T20:22:06.879236] [INFO ] [sig       ] FID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:07.026312] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FID.txt
[2025-12-23T20:22:07.026465] [INFO ] [sig       ] [1229/3557] Completed FID in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-23T20:22:07.026506] [INFO ] [sig       ] [1230/3557] Forecasting FIGS...
[2025-12-23T20:22:07.026537] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-23T20:22:07.026567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-23T20:22:07.037893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-23T20:22:07.038206] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-23T20:22:07.038972] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-23T20:22:07.039023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:07.039053] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:07.039080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:07.039135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:07.095183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:07.096054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:07.096136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:07.096169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:07.215757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:07.215911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:07.215954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:07.216014] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:07.219342] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-12-23T20:22:07.219631] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-23T20:22:07.219758] [INFO ] [sig       ] FIGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:07.357879] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIGS.txt
[2025-12-23T20:22:07.358030] [INFO ] [sig       ] [1230/3557] Completed FIGS in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:07.358069] [INFO ] [sig       ] [1231/3557] Forecasting FIHL...
[2025-12-23T20:22:07.358098] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-23T20:22:07.358128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-23T20:22:07.369488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-23T20:22:07.369830] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-23T20:22:07.370599] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-23T20:22:07.370652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:07.370683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:07.370710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:07.370766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:07.427644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:07.428468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:07.428545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:07.428597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:07.544842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:07.544993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:07.545033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:07.545061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:07.548364] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-23T20:22:07.548721] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-23T20:22:07.548849] [INFO ] [sig       ] FIHL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:07.692860] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FIHL.txt
[2025-12-23T20:22:07.693025] [INFO ] [sig       ] [1231/3557] Completed FIHL in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:07.693067] [INFO ] [sig       ] [1232/3557] Forecasting FINS...
[2025-12-23T20:22:07.693098] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-23T20:22:07.693127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-23T20:22:07.705096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-23T20:22:07.705421] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-23T20:22:07.706224] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-23T20:22:07.706279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:07.706313] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:07.706342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:07.706400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:07.766169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:07.767029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:07.767112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:07.767146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:07.885809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:07.885977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:07.886016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:07.886044] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:07.889427] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-23T20:22:07.889724] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-23T20:22:07.889849] [INFO ] [sig       ] FINS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:08.028048] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FINS.txt
[2025-12-23T20:22:08.028195] [INFO ] [sig       ] [1232/3557] Completed FINS in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:08.028234] [INFO ] [sig       ] [1233/3557] Forecasting FINX...
[2025-12-23T20:22:08.028263] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-23T20:22:08.028293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-23T20:22:08.039586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-23T20:22:08.039900] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-23T20:22:08.040661] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-23T20:22:08.040712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:08.040756] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:08.040784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:08.040839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:08.096328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:08.096990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:08.097067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:08.097098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:08.215722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:08.215893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:08.215935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:08.215964] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:08.219515] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-23T20:22:08.219819] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-23T20:22:08.219945] [INFO ] [sig       ] FINX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:08.363517] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FINX.txt
[2025-12-23T20:22:08.363697] [INFO ] [sig       ] [1233/3557] Completed FINX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:08.363738] [INFO ] [sig       ] [1234/3557] Forecasting FIP...
[2025-12-23T20:22:08.363768] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-23T20:22:08.363799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-23T20:22:08.376135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-23T20:22:08.376479] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-23T20:22:08.377264] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-23T20:22:08.377317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:08.377348] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:08.377375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:08.377431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:08.432678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:08.433456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:08.433538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:08.433569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:08.553340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:08.553503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:08.553543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:08.553588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:08.556920] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-23T20:22:08.557192] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-23T20:22:08.557316] [INFO ] [sig       ] FIP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:08.693799] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FIP.txt
[2025-12-23T20:22:08.693927] [INFO ] [sig       ] [1234/3557] Completed FIP in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:08.693966] [INFO ] [sig       ] [1235/3557] Forecasting FIS...
[2025-12-23T20:22:08.693995] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-23T20:22:08.694023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-23T20:22:08.706137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-23T20:22:08.706492] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-23T20:22:08.707293] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-23T20:22:08.707353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:08.707387] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:08.707415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:08.707471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:08.763980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:08.764875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:08.764976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:08.765010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:08.881841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:08.882006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:08.882045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:08.882074] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:08.885400] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-23T20:22:08.885686] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-23T20:22:08.885808] [INFO ] [sig       ] FIS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:09.023649] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FIS.txt
[2025-12-23T20:22:09.023794] [INFO ] [sig       ] [1235/3557] Completed FIS in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:09.023833] [INFO ] [sig       ] [1236/3557] Forecasting FISI...
[2025-12-23T20:22:09.023864] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-23T20:22:09.023894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-23T20:22:09.035103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-23T20:22:09.035423] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-23T20:22:09.036199] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-23T20:22:09.036250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:09.036281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:09.036307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:09.036362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:09.093618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:09.094348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:09.094428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:09.094460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:09.217010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:09.217211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:09.217259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:09.217288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:09.220731] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-23T20:22:09.221010] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-23T20:22:09.221133] [INFO ] [sig       ] FISI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:09.358273] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FISI.txt
[2025-12-23T20:22:09.358410] [INFO ] [sig       ] [1236/3557] Completed FISI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:09.358455] [INFO ] [sig       ] [1237/3557] Forecasting FITB...
[2025-12-23T20:22:09.358486] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-23T20:22:09.358516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-23T20:22:09.371182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-23T20:22:09.371627] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-23T20:22:09.372500] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-23T20:22:09.372557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:09.372609] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:09.372640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:09.372699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:09.431748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:09.432627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:09.432749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:09.432785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:09.554116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:09.554279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:09.554318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:09.554347] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:09.557793] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-12-23T20:22:09.558070] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-23T20:22:09.558196] [INFO ] [sig       ] FITB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:09.696891] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FITB.txt
[2025-12-23T20:22:09.697042] [INFO ] [sig       ] [1237/3557] Completed FITB in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:09.697082] [INFO ] [sig       ] [1238/3557] Forecasting FITBI...
[2025-12-23T20:22:09.697112] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-23T20:22:09.697141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-23T20:22:09.708871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-23T20:22:09.709162] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-23T20:22:09.710001] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-23T20:22:09.710062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:09.710093] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:09.710119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:09.710176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:09.765736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:09.766414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:09.766492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:09.766523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:09.890711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:09.890872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:09.890912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:09.890940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:09.894268] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-23T20:22:09.894551] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-23T20:22:09.894713] [INFO ] [sig       ] FITBI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:10.033223] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FITBI.txt
[2025-12-23T20:22:10.033379] [INFO ] [sig       ] [1238/3557] Completed FITBI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:10.033420] [INFO ] [sig       ] [1239/3557] Forecasting FITBO...
[2025-12-23T20:22:10.033451] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-23T20:22:10.033480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-23T20:22:10.046110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-23T20:22:10.046386] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-23T20:22:10.047152] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-23T20:22:10.047205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:10.047237] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:10.047264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:10.047319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:10.103976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:10.104646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:10.104725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:10.104758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:10.227883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:10.228039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:10.228078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:10.228106] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:10.231445] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-23T20:22:10.231734] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-23T20:22:10.231858] [INFO ] [sig       ] FITBO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:10.373360] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FITBO.txt
[2025-12-23T20:22:10.373528] [INFO ] [sig       ] [1239/3557] Completed FITBO in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:10.373586] [INFO ] [sig       ] [1240/3557] Forecasting FIVE...
[2025-12-23T20:22:10.373619] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-23T20:22:10.373650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-23T20:22:10.385992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-23T20:22:10.386354] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-23T20:22:10.387157] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-23T20:22:10.387210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:10.387242] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:10.387268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:10.387323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:10.442710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:10.443653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:10.443745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:10.443778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:10.567024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:10.567185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:10.567245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:10.567276] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:10.570615] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-23T20:22:10.570881] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-23T20:22:10.571011] [INFO ] [sig       ] FIVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:10.707320] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIVE.txt
[2025-12-23T20:22:10.707450] [INFO ] [sig       ] [1240/3557] Completed FIVE in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:10.707488] [INFO ] [sig       ] [1241/3557] Forecasting FIVN...
[2025-12-23T20:22:10.707517] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-23T20:22:10.707547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-23T20:22:10.718878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-23T20:22:10.719225] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-23T20:22:10.720005] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-23T20:22:10.720057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:10.720088] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:10.720114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:10.720169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:10.775057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:10.775667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:10.775742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:10.775774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:10.895046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:10.895188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:10.895227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:10.895256] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:10.898543] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-23T20:22:10.898834] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-23T20:22:10.898956] [INFO ] [sig       ] FIVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:11.035693] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIVN.txt
[2025-12-23T20:22:11.035829] [INFO ] [sig       ] [1241/3557] Completed FIVN in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:11.035867] [INFO ] [sig       ] [1242/3557] Forecasting FIX...
[2025-12-23T20:22:11.035897] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-23T20:22:11.035927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-23T20:22:11.047210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-23T20:22:11.047502] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-23T20:22:11.048264] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-23T20:22:11.048316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:11.048348] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:11.048375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:11.048431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:11.103460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:11.104061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:11.104148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:11.104180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:11.222175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:11.222331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:11.222373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:11.222402] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:11.225718] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=46.46%)
[2025-12-23T20:22:11.225987] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-23T20:22:11.226106] [INFO ] [sig       ] FIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:11.363730] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIX.txt
[2025-12-23T20:22:11.363853] [INFO ] [sig       ] [1242/3557] Completed FIX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:11.363891] [INFO ] [sig       ] [1243/3557] Forecasting FIXD...
[2025-12-23T20:22:11.363920] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-23T20:22:11.363950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-23T20:22:11.374945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-23T20:22:11.375231] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-23T20:22:11.376016] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-23T20:22:11.376071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:11.376103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:11.376129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:11.376184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:11.433980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:11.434761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:11.434840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:11.434873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:11.555418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:11.555552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:11.555608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:11.555637] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:11.558875] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-12-23T20:22:11.559140] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-23T20:22:11.559286] [INFO ] [sig       ] FIXD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:11.696996] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FIXD.txt
[2025-12-23T20:22:11.697119] [INFO ] [sig       ] [1243/3557] Completed FIXD in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:11.697158] [INFO ] [sig       ] [1244/3557] Forecasting FIZZ...
[2025-12-23T20:22:11.697188] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-23T20:22:11.697217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-23T20:22:11.708494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-23T20:22:11.708845] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-23T20:22:11.709643] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-23T20:22:11.709741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:11.709785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:11.709813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:11.709869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:11.768203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:11.768829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:11.768904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:11.768936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:11.890562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:11.890733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:11.890772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:11.890800] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:11.894129] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-23T20:22:11.894396] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-23T20:22:11.894515] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:12.032930] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FIZZ.txt
[2025-12-23T20:22:12.033075] [INFO ] [sig       ] [1244/3557] Completed FIZZ in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:12.033114] [INFO ] [sig       ] [1245/3557] Forecasting FJP...
[2025-12-23T20:22:12.033143] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-23T20:22:12.033173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-23T20:22:12.044238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-23T20:22:12.044547] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-23T20:22:12.045310] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-23T20:22:12.045361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:12.045393] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:12.045420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:12.045476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:12.101341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:12.102098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:12.102177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:12.102209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:12.215446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:12.215620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:12.215662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:12.215691] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:12.219169] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-23T20:22:12.219454] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-23T20:22:12.219597] [INFO ] [sig       ] FJP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:12.363175] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FJP.txt
[2025-12-23T20:22:12.363313] [INFO ] [sig       ] [1245/3557] Completed FJP in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:12.363352] [INFO ] [sig       ] [1246/3557] Forecasting FLEX...
[2025-12-23T20:22:12.363382] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-23T20:22:12.363411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-23T20:22:12.377133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-23T20:22:12.377663] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-23T20:22:12.378626] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-23T20:22:12.378683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:12.378716] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:12.378742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:12.378798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:12.435346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:12.436290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:12.436374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:12.436407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:12.557426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:12.557619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:12.557663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:12.557692] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:12.561316] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-23T20:22:12.561663] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-23T20:22:12.561807] [INFO ] [sig       ] FLEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:12.705138] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FLEX.txt
[2025-12-23T20:22:12.705307] [INFO ] [sig       ] [1246/3557] Completed FLEX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-23T20:22:12.705347] [INFO ] [sig       ] [1247/3557] Forecasting FLGC...
[2025-12-23T20:22:12.705378] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-23T20:22:12.705409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-23T20:22:12.716205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-23T20:22:12.716623] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-23T20:22:12.717412] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-23T20:22:12.717464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:12.717495] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:12.717520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:12.717594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:12.775364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:12.776243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:12.776329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:12.776363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:12.895123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:12.895293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:12.895372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:12.895402] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:12.899044] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-12-23T20:22:12.899404] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-23T20:22:12.899549] [INFO ] [sig       ] FLGC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:13.046449] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLGC.txt
[2025-12-23T20:22:13.046641] [INFO ] [sig       ] [1247/3557] Completed FLGC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:13.046686] [INFO ] [sig       ] [1248/3557] Forecasting FLL...
[2025-12-23T20:22:13.046732] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-23T20:22:13.046767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-23T20:22:13.058842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-23T20:22:13.059158] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-23T20:22:13.059970] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-23T20:22:13.060023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:13.060054] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:13.060079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:13.060134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:13.116746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:13.117382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:13.117466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:13.117502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:13.233242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:13.233393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:13.233442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:13.233471] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:13.236914] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-23T20:22:13.237191] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-23T20:22:13.237317] [INFO ] [sig       ] FLL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:13.388124] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FLL.txt
[2025-12-23T20:22:13.388325] [INFO ] [sig       ] [1248/3557] Completed FLL in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:13.388382] [INFO ] [sig       ] [1249/3557] Forecasting FLNC...
[2025-12-23T20:22:13.388430] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-23T20:22:13.388476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-23T20:22:13.402020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-23T20:22:13.402329] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-23T20:22:13.403092] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-23T20:22:13.403144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:13.403175] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:13.403203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:13.403258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:13.458975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:13.459688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:13.459767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:13.459799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:13.580341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:13.580496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:13.580540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:13.580586] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:13.583911] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-23T20:22:13.584175] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-23T20:22:13.584298] [INFO ] [sig       ] FLNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:13.721931] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLNC.txt
[2025-12-23T20:22:13.722085] [INFO ] [sig       ] [1249/3557] Completed FLNC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:13.722124] [INFO ] [sig       ] [1250/3557] Forecasting FLNG...
[2025-12-23T20:22:13.722156] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-23T20:22:13.722187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-23T20:22:13.738898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-23T20:22:13.739342] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-23T20:22:13.740148] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-23T20:22:13.740201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:13.740232] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:13.740259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:13.740315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:13.795818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:13.796696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:13.796775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:13.796808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:13.916252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:13.916419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:13.916461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:13.916488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:13.920035] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-23T20:22:13.920342] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-23T20:22:13.920478] [INFO ] [sig       ] FLNG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:14.064042] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLNG.txt
[2025-12-23T20:22:14.064206] [INFO ] [sig       ] [1250/3557] Completed FLNG in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:14.064247] [INFO ] [sig       ] [1251/3557] Forecasting FLO...
[2025-12-23T20:22:14.064307] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-23T20:22:14.064337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-23T20:22:14.076293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-23T20:22:14.076690] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-23T20:22:14.077437] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-23T20:22:14.077489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:14.077520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:14.077547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:14.077620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:14.132550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:14.133474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:14.133557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:14.133609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:14.252381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:14.252543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:14.252604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:14.252652] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:14.256173] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-23T20:22:14.256489] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-23T20:22:14.256645] [INFO ] [sig       ] FLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:14.400517] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLO.txt
[2025-12-23T20:22:14.400811] [INFO ] [sig       ] [1251/3557] Completed FLO in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:14.400870] [INFO ] [sig       ] [1252/3557] Forecasting FLS...
[2025-12-23T20:22:14.400908] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-23T20:22:14.400939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-23T20:22:14.414013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-23T20:22:14.414463] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-23T20:22:14.415383] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-23T20:22:14.415463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:14.415495] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:14.415522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:14.415595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:14.470756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:14.471726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:14.471808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:14.471841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:14.593710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:14.593875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:14.593914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:14.593942] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:14.597459] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2025-12-23T20:22:14.597809] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-23T20:22:14.597949] [INFO ] [sig       ] FLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:14.737800] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLS.txt
[2025-12-23T20:22:14.737968] [INFO ] [sig       ] [1252/3557] Completed FLS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:14.738008] [INFO ] [sig       ] [1253/3557] Forecasting FLUX...
[2025-12-23T20:22:14.738039] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-23T20:22:14.738068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-23T20:22:14.749672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-23T20:22:14.750075] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-23T20:22:14.750883] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-23T20:22:14.750936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:14.750967] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:14.750993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:14.751049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:14.806381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:14.807361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:14.807446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:14.807497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:14.925836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:14.925992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:14.926034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:14.926064] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:14.929438] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-12-23T20:22:14.929752] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-23T20:22:14.929883] [INFO ] [sig       ] FLUX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:15.071241] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FLUX.txt
[2025-12-23T20:22:15.071409] [INFO ] [sig       ] [1253/3557] Completed FLUX in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:15.071450] [INFO ] [sig       ] [1254/3557] Forecasting FLWS...
[2025-12-23T20:22:15.071479] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-23T20:22:15.071508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-23T20:22:15.083570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-23T20:22:15.084010] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-23T20:22:15.084927] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-23T20:22:15.084990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:15.085025] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:15.085055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:15.085161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:15.143066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:15.144005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:15.144089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:15.144123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:15.264682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:15.264851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:15.264892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:15.264921] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:15.268524] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-23T20:22:15.268865] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-23T20:22:15.269005] [INFO ] [sig       ] FLWS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:15.409699] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLWS.txt
[2025-12-23T20:22:15.409872] [INFO ] [sig       ] [1254/3557] Completed FLWS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:15.409912] [INFO ] [sig       ] [1255/3557] Forecasting FLXS...
[2025-12-23T20:22:15.409942] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-23T20:22:15.409972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-23T20:22:15.423079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-23T20:22:15.423493] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-23T20:22:15.424271] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-23T20:22:15.424325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:15.424354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:15.424380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:15.424448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:15.480609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:15.481553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:15.481694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:15.481742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:15.598521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:15.598714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:15.598755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:15.598784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:15.602661] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-23T20:22:15.602976] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-23T20:22:15.603116] [INFO ] [sig       ] FLXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:15.743758] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FLXS.txt
[2025-12-23T20:22:15.743980] [INFO ] [sig       ] [1255/3557] Completed FLXS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:15.744031] [INFO ] [sig       ] [1256/3557] Forecasting FLYE...
[2025-12-23T20:22:15.744073] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-23T20:22:15.744114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-23T20:22:15.756035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-23T20:22:15.756463] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-23T20:22:15.757278] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-23T20:22:15.757332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:15.757364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:15.757390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:15.757446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:15.813659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:15.814536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:15.814639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:15.814673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:15.931321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:15.931487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:15.931528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:15.931558] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:15.935072] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=76.28%)
[2025-12-23T20:22:15.935344] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-23T20:22:15.935468] [INFO ] [sig       ] FLYE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:16.074306] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FLYE.txt
[2025-12-23T20:22:16.074471] [INFO ] [sig       ] [1256/3557] Completed FLYE in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:16.074511] [INFO ] [sig       ] [1257/3557] Forecasting FMAO...
[2025-12-23T20:22:16.074541] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-23T20:22:16.074588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-23T20:22:16.085796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-23T20:22:16.086214] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-23T20:22:16.087031] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-23T20:22:16.087084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:16.087115] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:16.087141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:16.087195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:16.142708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:16.143604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:16.143686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:16.143718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:16.251110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:16.251277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:16.251317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:16.251345] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:16.254722] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-23T20:22:16.255049] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-23T20:22:16.255193] [INFO ] [sig       ] FMAO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:16.394081] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FMAO.txt
[2025-12-23T20:22:16.394246] [INFO ] [sig       ] [1257/3557] Completed FMAO in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:16.394287] [INFO ] [sig       ] [1258/3557] Forecasting FMB...
[2025-12-23T20:22:16.394316] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-23T20:22:16.394346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-23T20:22:16.406267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-23T20:22:16.406667] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-23T20:22:16.407427] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-23T20:22:16.407480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:16.407511] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:16.407537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:16.407617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:16.464454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:16.465371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:16.465457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:16.465491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:16.587625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:16.587786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:16.587827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:16.587855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:16.591519] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=41.44%)
[2025-12-23T20:22:16.591805] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-23T20:22:16.591926] [INFO ] [sig       ] FMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:16.730718] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FMB.txt
[2025-12-23T20:22:16.730871] [INFO ] [sig       ] [1258/3557] Completed FMB in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:16.730911] [INFO ] [sig       ] [1259/3557] Forecasting FMBH...
[2025-12-23T20:22:16.730942] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-23T20:22:16.730977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-23T20:22:16.743347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-23T20:22:16.743688] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-23T20:22:16.744424] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-23T20:22:16.744476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:16.744507] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:16.744533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:16.744615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:16.803041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:16.803772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:16.803852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:16.803886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:16.928181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:16.928351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:16.928396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:16.928429] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:16.932015] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-23T20:22:16.932299] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-23T20:22:16.932426] [INFO ] [sig       ] FMBH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:17.073675] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FMBH.txt
[2025-12-23T20:22:17.073830] [INFO ] [sig       ] [1259/3557] Completed FMBH in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:17.073870] [INFO ] [sig       ] [1260/3557] Forecasting FMC...
[2025-12-23T20:22:17.073900] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-23T20:22:17.073931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-23T20:22:17.086411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-23T20:22:17.086783] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-23T20:22:17.087603] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-23T20:22:17.087656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:17.087687] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:17.087713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:17.087768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:17.143861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:17.144550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:17.144643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:17.144676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:17.266147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:17.266299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:17.266338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:17.266365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:17.269777] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-23T20:22:17.270051] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-23T20:22:17.270176] [INFO ] [sig       ] FMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:17.408874] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FMC.txt
[2025-12-23T20:22:17.409041] [INFO ] [sig       ] [1260/3557] Completed FMC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:17.409082] [INFO ] [sig       ] [1261/3557] Forecasting FMHI...
[2025-12-23T20:22:17.409113] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-23T20:22:17.409142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-23T20:22:17.420867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-23T20:22:17.421203] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-23T20:22:17.421979] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-23T20:22:17.422034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:17.422071] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:17.422103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:17.422176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:17.477633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:17.478375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:17.478454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:17.478486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:17.599160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:17.599333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:17.599373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:17.599401] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:17.602814] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-23T20:22:17.603115] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-23T20:22:17.603273] [INFO ] [sig       ] FMHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:17.742832] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FMHI.txt
[2025-12-23T20:22:17.742962] [INFO ] [sig       ] [1261/3557] Completed FMHI in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:17.743000] [INFO ] [sig       ] [1262/3557] Forecasting FMN...
[2025-12-23T20:22:17.743029] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-23T20:22:17.743059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-23T20:22:17.753885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-23T20:22:17.754214] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-23T20:22:17.754990] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-23T20:22:17.755042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:17.755074] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:17.755100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:17.755156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:17.811514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:17.812241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:17.812320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:17.812352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:17.927454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:17.927637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:17.927678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:17.927707] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:17.931142] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-12-23T20:22:17.931414] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-23T20:22:17.931535] [INFO ] [sig       ] FMN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:18.070480] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FMN.txt
[2025-12-23T20:22:18.070637] [INFO ] [sig       ] [1262/3557] Completed FMN in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-23T20:22:18.070679] [INFO ] [sig       ] [1263/3557] Forecasting FMNB...
[2025-12-23T20:22:18.070709] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-23T20:22:18.070738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-23T20:22:18.082375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-23T20:22:18.082712] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-23T20:22:18.083455] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-23T20:22:18.083506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:18.083537] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:18.083563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:18.083648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:18.140489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:18.141310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:18.141392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:18.141426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:18.255660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:18.255812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:18.255852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:18.255880] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:18.259200] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-23T20:22:18.259483] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-23T20:22:18.259633] [INFO ] [sig       ] FMNB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:18.409482] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FMNB.txt
[2025-12-23T20:22:18.409657] [INFO ] [sig       ] [1263/3557] Completed FMNB in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-23T20:22:18.409699] [INFO ] [sig       ] [1264/3557] Forecasting FMS...
[2025-12-23T20:22:18.409728] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-23T20:22:18.409759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-23T20:22:18.421811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-23T20:22:18.422205] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-23T20:22:18.423083] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-23T20:22:18.423137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:18.423169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:18.423197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:18.423255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:18.481891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:18.482940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:18.483024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:18.483058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:18.604303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:18.604480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:18.604522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:18.604551] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:18.607991] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-23T20:22:18.608312] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-23T20:22:18.608448] [INFO ] [sig       ] FMS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:18.750789] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FMS.txt
[2025-12-23T20:22:18.750929] [INFO ] [sig       ] [1264/3557] Completed FMS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-23T20:22:18.750967] [INFO ] [sig       ] [1265/3557] Forecasting FMX...
[2025-12-23T20:22:18.750996] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-23T20:22:18.751024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-23T20:22:18.762615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-23T20:22:18.762995] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-23T20:22:18.763817] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-23T20:22:18.763870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:18.763902] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:18.763927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:18.763984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:18.819673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:18.820284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:18.820359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:18.820391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:18.942978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:18.943139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:18.943181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:18.943209] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:18.946594] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-23T20:22:18.946865] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-23T20:22:18.946998] [INFO ] [sig       ] FMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:19.086544] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FMX.txt
[2025-12-23T20:22:19.086695] [INFO ] [sig       ] [1265/3557] Completed FMX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:19.086735] [INFO ] [sig       ] [1266/3557] Forecasting FN...
[2025-12-23T20:22:19.086764] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-23T20:22:19.086794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-23T20:22:19.098388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-23T20:22:19.098692] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-23T20:22:19.099664] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-23T20:22:19.099716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:19.099747] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:19.099773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:19.099828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:19.155634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:19.156222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:19.156318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:19.156351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:19.280699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:19.280854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:19.280899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:19.280932] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:19.285029] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-23T20:22:19.285535] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-23T20:22:19.285700] [INFO ] [sig       ] FN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:19.433618] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FN.txt
[2025-12-23T20:22:19.433754] [INFO ] [sig       ] [1266/3557] Completed FN in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:19.433796] [INFO ] [sig       ] [1267/3557] Forecasting FNB...
[2025-12-23T20:22:19.433848] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-23T20:22:19.433880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-23T20:22:19.446313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-23T20:22:19.446625] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-23T20:22:19.447432] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-23T20:22:19.447485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:19.447518] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:19.447545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:19.447620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:19.506554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:19.507208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:19.507285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:19.507317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:19.628157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:19.628322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:19.628363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:19.628390] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:19.631978] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-23T20:22:19.632314] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-23T20:22:19.632454] [INFO ] [sig       ] FNB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:19.783478] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FNB.txt
[2025-12-23T20:22:19.783688] [INFO ] [sig       ] [1267/3557] Completed FNB in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:19.783771] [INFO ] [sig       ] [1268/3557] Forecasting FND...
[2025-12-23T20:22:19.783803] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-23T20:22:19.783833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-23T20:22:19.796147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-23T20:22:19.796545] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-23T20:22:19.797333] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-23T20:22:19.797385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:19.797428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:19.797455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:19.797510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:19.859467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:19.860696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:19.860864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:19.860915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:20.009068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:20.009254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:20.009301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:20.009332] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:20.013385] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-23T20:22:20.013796] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-23T20:22:20.013960] [INFO ] [sig       ] FND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:20.179399] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FND.txt
[2025-12-23T20:22:20.179657] [INFO ] [sig       ] [1268/3557] Completed FND in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:20.179723] [INFO ] [sig       ] [1269/3557] Forecasting FNF...
[2025-12-23T20:22:20.179770] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-23T20:22:20.179823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-23T20:22:20.197612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-23T20:22:20.198167] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-23T20:22:20.199441] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-23T20:22:20.199520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:20.199564] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:20.199628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:20.199717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:20.274657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:20.275671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:20.275767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:20.275801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:20.442804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:20.443010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:20.443058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:20.443091] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:20.447790] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-23T20:22:20.448246] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-23T20:22:20.448445] [INFO ] [sig       ] FNF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:20.658323] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FNF.txt
[2025-12-23T20:22:20.658521] [INFO ] [sig       ] [1269/3557] Completed FNF in 0.5s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:20.658607] [INFO ] [sig       ] [1270/3557] Forecasting FNKO...
[2025-12-23T20:22:20.658645] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-23T20:22:20.658675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-23T20:22:20.673237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-23T20:22:20.674825] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-23T20:22:20.676342] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-23T20:22:20.676435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:20.676489] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:20.676535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:20.676665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:20.761419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:20.762670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:20.762789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:20.762845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:20.910870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:20.911039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:20.911082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:20.911110] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:20.914669] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-23T20:22:20.915005] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-23T20:22:20.915201] [INFO ] [sig       ] FNKO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:21.131853] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FNKO.txt
[2025-12-23T20:22:21.132017] [INFO ] [sig       ] [1270/3557] Completed FNKO in 0.5s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:21.132059] [INFO ] [sig       ] [1271/3557] Forecasting FNLC...
[2025-12-23T20:22:21.132090] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-23T20:22:21.132119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-23T20:22:21.145905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-23T20:22:21.146323] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-23T20:22:21.147167] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-23T20:22:21.147224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:21.147257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:21.147316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:21.147407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:21.204127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:21.205064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:21.205155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:21.205189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:21.314604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:21.314761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:21.314803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:21.314832] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:21.318245] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-23T20:22:21.318518] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-23T20:22:21.318665] [INFO ] [sig       ] FNLC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:21.459722] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FNLC.txt
[2025-12-23T20:22:21.459860] [INFO ] [sig       ] [1271/3557] Completed FNLC in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:21.459907] [INFO ] [sig       ] [1272/3557] Forecasting FNX...
[2025-12-23T20:22:21.459938] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-23T20:22:21.459968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-23T20:22:21.472356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-23T20:22:21.472673] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-23T20:22:21.473428] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-23T20:22:21.473480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:21.473511] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:21.473538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:21.473618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:21.530505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:21.531352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:21.531431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:21.531463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:21.648405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:21.648546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:21.648609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:21.648642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:21.652157] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-23T20:22:21.652438] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-23T20:22:21.652565] [INFO ] [sig       ] FNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:21.791394] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FNX.txt
[2025-12-23T20:22:21.791514] [INFO ] [sig       ] [1272/3557] Completed FNX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:21.791553] [INFO ] [sig       ] [1273/3557] Forecasting FNY...
[2025-12-23T20:22:21.791600] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-23T20:22:21.791631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-23T20:22:21.802469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-23T20:22:21.802777] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-23T20:22:21.803540] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-23T20:22:21.803609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:21.803642] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:21.803669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:21.803729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:21.858924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:21.859567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:21.859660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:21.859692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:21.965460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:21.965604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:21.965644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:21.965672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:21.968904] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-12-23T20:22:21.969174] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-23T20:22:21.969320] [INFO ] [sig       ] FNY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:22.109549] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FNY.txt
[2025-12-23T20:22:22.109701] [INFO ] [sig       ] [1273/3557] Completed FNY in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:22.109739] [INFO ] [sig       ] [1274/3557] Forecasting FOA...
[2025-12-23T20:22:22.109768] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-23T20:22:22.109797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-23T20:22:22.121203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-23T20:22:22.121473] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-23T20:22:22.122238] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-23T20:22:22.122289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:22.122320] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:22.122351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:22.122407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:22.178868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:22.179517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:22.179608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:22.179643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:22.299941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:22.300083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:22.300121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:22.300149] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:22.303497] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-23T20:22:22.303781] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-23T20:22:22.303906] [INFO ] [sig       ] FOA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:22.444122] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOA.txt
[2025-12-23T20:22:22.444257] [INFO ] [sig       ] [1274/3557] Completed FOA in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:22.444296] [INFO ] [sig       ] [1275/3557] Forecasting FOF...
[2025-12-23T20:22:22.444325] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-23T20:22:22.444354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-23T20:22:22.456517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-23T20:22:22.456801] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-23T20:22:22.457772] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-23T20:22:22.457824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:22.457855] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:22.457881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:22.457936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:22.515402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:22.516022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:22.516104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:22.516136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:22.628538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:22.628675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:22.628714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:22.628758] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:22.631984] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-23T20:22:22.632252] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-23T20:22:22.632376] [INFO ] [sig       ] FOF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:22.771443] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOF.txt
[2025-12-23T20:22:22.771588] [INFO ] [sig       ] [1275/3557] Completed FOF in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:22.771629] [INFO ] [sig       ] [1276/3557] Forecasting FOLD...
[2025-12-23T20:22:22.771660] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-23T20:22:22.771689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-23T20:22:22.783012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-23T20:22:22.783287] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-23T20:22:22.784047] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-23T20:22:22.784099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:22.784129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:22.784155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:22.784217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:22.841882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:22.842502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:22.842598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:22.842633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:22.963064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:22.963215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:22.963253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:22.963282] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:22.966593] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-23T20:22:22.966866] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-23T20:22:22.966994] [INFO ] [sig       ] FOLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:23.109359] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOLD.txt
[2025-12-23T20:22:23.109489] [INFO ] [sig       ] [1276/3557] Completed FOLD in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:23.109528] [INFO ] [sig       ] [1277/3557] Forecasting FORM...
[2025-12-23T20:22:23.109557] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-23T20:22:23.109604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-23T20:22:23.121048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-23T20:22:23.121320] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-23T20:22:23.122081] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-23T20:22:23.122133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:23.122164] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:23.122191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:23.122246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:23.179010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:23.179887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:23.179963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:23.180009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:23.301768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:23.301919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:23.301960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:23.301989] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:23.305464] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-12-23T20:22:23.305772] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-23T20:22:23.305902] [INFO ] [sig       ] FORM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:23.447226] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FORM.txt
[2025-12-23T20:22:23.447372] [INFO ] [sig       ] [1277/3557] Completed FORM in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:23.447413] [INFO ] [sig       ] [1278/3557] Forecasting FOSL...
[2025-12-23T20:22:23.447441] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-23T20:22:23.447470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-23T20:22:23.460247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-23T20:22:23.460818] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-23T20:22:23.461696] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-23T20:22:23.461752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:23.461785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:23.461812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:23.461869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:23.523156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:23.524104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:23.524190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:23.524223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:23.645919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:23.646075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:23.646116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:23.646145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:23.649734] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-23T20:22:23.650031] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-23T20:22:23.650162] [INFO ] [sig       ] FOSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:23.800784] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOSL.txt
[2025-12-23T20:22:23.800948] [INFO ] [sig       ] [1278/3557] Completed FOSL in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:23.800988] [INFO ] [sig       ] [1279/3557] Forecasting FOX...
[2025-12-23T20:22:23.801017] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-23T20:22:23.801047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-23T20:22:23.812411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-23T20:22:23.812778] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-23T20:22:23.813623] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-23T20:22:23.813693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:23.813738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:23.813781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:23.813840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:23.873332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:23.874221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:23.874301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:23.874334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:24.001033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:24.001191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:24.001235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:24.001269] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:24.005272] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-23T20:22:24.005797] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-23T20:22:24.005929] [INFO ] [sig       ] FOX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:24.162680] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOX.txt
[2025-12-23T20:22:24.162848] [INFO ] [sig       ] [1279/3557] Completed FOX in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:24.162889] [INFO ] [sig       ] [1280/3557] Forecasting FOXA...
[2025-12-23T20:22:24.162921] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-23T20:22:24.162950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-23T20:22:24.174518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-23T20:22:24.174906] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-23T20:22:24.175763] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-23T20:22:24.175827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:24.175880] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:24.175917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:24.175978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:24.235007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:24.235885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:24.235999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:24.236035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:24.357351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:24.357511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:24.357553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:24.357601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:24.361046] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-23T20:22:24.361358] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-23T20:22:24.361498] [INFO ] [sig       ] FOXA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:24.511826] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FOXA.txt
[2025-12-23T20:22:24.511992] [INFO ] [sig       ] [1280/3557] Completed FOXA in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:24.512033] [INFO ] [sig       ] [1281/3557] Forecasting FOXF...
[2025-12-23T20:22:24.512064] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-23T20:22:24.512093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-23T20:22:24.523904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-23T20:22:24.524321] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-23T20:22:24.525188] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-23T20:22:24.525246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:24.525280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:24.525308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:24.525367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:24.584122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:24.585002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:24.585166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:24.585211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:24.710062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:24.710221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:24.710261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:24.710289] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:24.714403] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-23T20:22:24.714906] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-23T20:22:24.715037] [INFO ] [sig       ] FOXF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:24.863869] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FOXF.txt
[2025-12-23T20:22:24.864026] [INFO ] [sig       ] [1281/3557] Completed FOXF in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-23T20:22:24.864065] [INFO ] [sig       ] [1282/3557] Forecasting FPF...
[2025-12-23T20:22:24.864096] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-23T20:22:24.864127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-23T20:22:24.876379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-23T20:22:24.876776] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-23T20:22:24.877613] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-23T20:22:24.877674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:24.877708] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:24.877736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:24.877794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:24.936036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:24.937085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:24.937167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:24.937202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:25.056659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:25.056793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:25.056834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:25.056864] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:25.060191] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-23T20:22:25.060497] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-23T20:22:25.060642] [INFO ] [sig       ] FPF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:25.205198] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FPF.txt
[2025-12-23T20:22:25.205324] [INFO ] [sig       ] [1282/3557] Completed FPF in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:25.205361] [INFO ] [sig       ] [1283/3557] Forecasting FPH...
[2025-12-23T20:22:25.205391] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-23T20:22:25.205427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-23T20:22:25.217465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-23T20:22:25.217780] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-23T20:22:25.218528] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-23T20:22:25.218610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:25.218644] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:25.218670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:25.218726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:25.275945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:25.276788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:25.276868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:25.276901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:25.393924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:25.394076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:25.394115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:25.394143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:25.397423] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-23T20:22:25.397707] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-23T20:22:25.397829] [INFO ] [sig       ] FPH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:25.535954] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FPH.txt
[2025-12-23T20:22:25.536073] [INFO ] [sig       ] [1283/3557] Completed FPH in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:25.536111] [INFO ] [sig       ] [1284/3557] Forecasting FPI...
[2025-12-23T20:22:25.536141] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-23T20:22:25.536170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-23T20:22:25.547941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-23T20:22:25.548281] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-23T20:22:25.549082] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-23T20:22:25.549136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:25.549167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:25.549228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:25.549287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:25.607440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:25.608232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:25.608314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:25.608347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:25.727150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:25.727297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:25.727336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:25.727364] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:25.730772] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-23T20:22:25.731052] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-23T20:22:25.731179] [INFO ] [sig       ] FPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:25.879070] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FPI.txt
[2025-12-23T20:22:25.879253] [INFO ] [sig       ] [1284/3557] Completed FPI in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:25.879302] [INFO ] [sig       ] [1285/3557] Forecasting FPXI...
[2025-12-23T20:22:25.879332] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-23T20:22:25.879362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-23T20:22:25.891067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-23T20:22:25.891464] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-23T20:22:25.892275] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-23T20:22:25.892329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:25.892360] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:25.892386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:25.892442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:25.949138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:25.950071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:25.950160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:25.950192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:26.059468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:26.059675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:26.059725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:26.059766] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:26.063360] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-12-23T20:22:26.063653] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-23T20:22:26.063784] [INFO ] [sig       ] FPXI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:26.205802] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FPXI.txt
[2025-12-23T20:22:26.205959] [INFO ] [sig       ] [1285/3557] Completed FPXI in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:26.206000] [INFO ] [sig       ] [1286/3557] Forecasting FRA...
[2025-12-23T20:22:26.206030] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-23T20:22:26.206063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-23T20:22:26.219483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-23T20:22:26.220029] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-23T20:22:26.221025] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-23T20:22:26.221077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:26.221107] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:26.221133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:26.221189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:26.280009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:26.280871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:26.280956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:26.280988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:26.401348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:26.401722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:26.401764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:26.401792] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:26.406046] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-23T20:22:26.406343] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-23T20:22:26.406682] [INFO ] [sig       ] FRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:26.555178] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRA.txt
[2025-12-23T20:22:26.555342] [INFO ] [sig       ] [1286/3557] Completed FRA in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:26.555391] [INFO ] [sig       ] [1287/3557] Forecasting FRBA...
[2025-12-23T20:22:26.555427] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-23T20:22:26.555456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-23T20:22:26.567041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-23T20:22:26.567410] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-23T20:22:26.568188] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-23T20:22:26.568240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:26.568272] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:26.568299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:26.568354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:26.628409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:26.632932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:26.633080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:26.633113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:26.762065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:26.762221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:26.762260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:26.762289] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:26.765662] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-23T20:22:26.765942] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-23T20:22:26.766068] [INFO ] [sig       ] FRBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:26.914359] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRBA.txt
[2025-12-23T20:22:26.914516] [INFO ] [sig       ] [1287/3557] Completed FRBA in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:26.914557] [INFO ] [sig       ] [1288/3557] Forecasting FRGE...
[2025-12-23T20:22:26.914618] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-23T20:22:26.914650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-23T20:22:26.926697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-23T20:22:26.926989] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-23T20:22:26.927762] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-23T20:22:26.927813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:26.927869] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:26.927896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:26.927950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:26.984430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:26.985279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:26.985362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:26.985395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:27.109505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:27.109685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:27.109725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:27.109755] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:27.113104] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-23T20:22:27.113392] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-23T20:22:27.113522] [INFO ] [sig       ] FRGE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:27.252796] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRGE.txt
[2025-12-23T20:22:27.252958] [INFO ] [sig       ] [1288/3557] Completed FRGE in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:27.252999] [INFO ] [sig       ] [1289/3557] Forecasting FRHC...
[2025-12-23T20:22:27.253029] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-23T20:22:27.253057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-23T20:22:27.264750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-23T20:22:27.265106] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-23T20:22:27.265884] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-23T20:22:27.265936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:27.265967] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:27.265993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:27.266049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:27.323174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:27.324011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:27.324096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:27.324128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:27.440653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:27.440808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:27.440848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:27.440877] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:27.444789] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-23T20:22:27.445076] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-23T20:22:27.445203] [INFO ] [sig       ] FRHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:27.589959] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRHC.txt
[2025-12-23T20:22:27.590114] [INFO ] [sig       ] [1289/3557] Completed FRHC in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:27.590155] [INFO ] [sig       ] [1290/3557] Forecasting FRME...
[2025-12-23T20:22:27.590184] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-23T20:22:27.590213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-23T20:22:27.602237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-23T20:22:27.602815] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-23T20:22:27.603786] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-23T20:22:27.603837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:27.603869] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:27.603895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:27.603949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:27.661364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:27.662247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:27.662335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:27.662366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:27.789226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:27.789392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:27.789444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:27.789681] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:27.793335] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-23T20:22:27.793701] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-23T20:22:27.793837] [INFO ] [sig       ] FRME: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:27.936842] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FRME.txt
[2025-12-23T20:22:27.936995] [INFO ] [sig       ] [1290/3557] Completed FRME in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:27.937036] [INFO ] [sig       ] [1291/3557] Forecasting FRO...
[2025-12-23T20:22:27.937065] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-23T20:22:27.937097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-23T20:22:27.949812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-23T20:22:27.950177] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-23T20:22:27.950963] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-23T20:22:27.951015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:27.951046] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:27.951072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:27.951127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:28.007392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:28.008450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:28.008745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:28.008778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:28.132732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:28.132904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:28.132945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:28.133011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:28.136535] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2025-12-23T20:22:28.136887] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-23T20:22:28.137034] [INFO ] [sig       ] FRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:28.282391] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRO.txt
[2025-12-23T20:22:28.282549] [INFO ] [sig       ] [1291/3557] Completed FRO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:28.282611] [INFO ] [sig       ] [1292/3557] Forecasting FROG...
[2025-12-23T20:22:28.282642] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-23T20:22:28.282673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-23T20:22:28.294075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-23T20:22:28.294456] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-23T20:22:28.295257] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-23T20:22:28.295325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:28.295356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:28.295382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:28.295436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:28.351703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:28.352527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:28.352634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:28.352668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:28.475287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:28.475446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:28.475487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:28.475515] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:28.478911] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-23T20:22:28.479217] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-23T20:22:28.479350] [INFO ] [sig       ] FROG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:28.624637] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FROG.txt
[2025-12-23T20:22:28.624813] [INFO ] [sig       ] [1292/3557] Completed FROG in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:28.624855] [INFO ] [sig       ] [1293/3557] Forecasting FRPH...
[2025-12-23T20:22:28.624885] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-23T20:22:28.624915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-23T20:22:28.636920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-23T20:22:28.637303] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-23T20:22:28.638098] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-23T20:22:28.638152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:28.638182] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:28.638209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:28.638265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:28.694662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:28.695505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:28.695619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:28.695655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:28.812376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:28.812539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:28.812599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:28.812630] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:28.816027] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-23T20:22:28.816322] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-23T20:22:28.816455] [INFO ] [sig       ] FRPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:28.961345] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FRPH.txt
[2025-12-23T20:22:28.961527] [INFO ] [sig       ] [1293/3557] Completed FRPH in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:28.961591] [INFO ] [sig       ] [1294/3557] Forecasting FRSH...
[2025-12-23T20:22:28.961626] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-23T20:22:28.961658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-23T20:22:28.974627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-23T20:22:28.975016] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-23T20:22:28.976005] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-23T20:22:28.976059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:28.976089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:28.976115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:28.976171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:29.036635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:29.037520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:29.037631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:29.037668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:29.166220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:29.166398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:29.166444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:29.166473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:29.169940] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-23T20:22:29.170225] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-23T20:22:29.170357] [INFO ] [sig       ] FRSH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:29.315009] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FRSH.txt
[2025-12-23T20:22:29.315177] [INFO ] [sig       ] [1294/3557] Completed FRSH in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:29.315217] [INFO ] [sig       ] [1295/3557] Forecasting FRSX...
[2025-12-23T20:22:29.315246] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-23T20:22:29.315275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-23T20:22:29.327039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-23T20:22:29.327427] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-23T20:22:29.328231] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-23T20:22:29.328285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:29.328317] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:29.328343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:29.328399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:29.388592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:29.389519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:29.389653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:29.389687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:29.513669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:29.513831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:29.513873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:29.513903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:29.517587] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-23T20:22:29.517896] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-23T20:22:29.518033] [INFO ] [sig       ] FRSX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:29.662013] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FRSX.txt
[2025-12-23T20:22:29.662180] [INFO ] [sig       ] [1295/3557] Completed FRSX in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:29.662221] [INFO ] [sig       ] [1296/3557] Forecasting FSBC...
[2025-12-23T20:22:29.662250] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-23T20:22:29.662281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-23T20:22:29.673418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-23T20:22:29.673787] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-23T20:22:29.674540] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-23T20:22:29.674615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:29.674648] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:29.674674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:29.674730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:29.730279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:29.731203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:29.731291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:29.731329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:29.857947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:29.858109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:29.858151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:29.858182] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:29.861813] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-23T20:22:29.862108] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-23T20:22:29.862241] [INFO ] [sig       ] FSBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:30.012322] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FSBC.txt
[2025-12-23T20:22:30.012489] [INFO ] [sig       ] [1296/3557] Completed FSBC in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:30.012531] [INFO ] [sig       ] [1297/3557] Forecasting FSCO...
[2025-12-23T20:22:30.012562] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-23T20:22:30.012618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-23T20:22:30.025444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-23T20:22:30.025834] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-23T20:22:30.026661] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-23T20:22:30.026715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:30.026748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:30.026775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:30.026830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:30.089861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:30.090778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:30.090866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:30.090914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:30.215414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:30.215595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:30.215638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:30.215666] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:30.218997] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-23T20:22:30.219318] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-23T20:22:30.219451] [INFO ] [sig       ] FSCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:30.359773] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FSCO.txt
[2025-12-23T20:22:30.359932] [INFO ] [sig       ] [1297/3557] Completed FSCO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:30.359972] [INFO ] [sig       ] [1298/3557] Forecasting FSK...
[2025-12-23T20:22:30.360002] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-23T20:22:30.360031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-23T20:22:30.373083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-23T20:22:30.373439] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-23T20:22:30.374411] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-23T20:22:30.374463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:30.374494] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:30.374521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:30.374614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:30.434621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:30.435474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:30.435606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:30.435642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:30.551433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:30.551609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:30.551651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:30.551680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:30.555216] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-23T20:22:30.555548] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-23T20:22:30.555914] [INFO ] [sig       ] FSK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:30.704592] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FSK.txt
[2025-12-23T20:22:30.704945] [INFO ] [sig       ] [1298/3557] Completed FSK in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-23T20:22:30.704984] [INFO ] [sig       ] [1299/3557] Forecasting FSLY...
[2025-12-23T20:22:30.705014] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-23T20:22:30.705042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-23T20:22:30.716772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-23T20:22:30.717134] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-23T20:22:30.717906] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-23T20:22:30.717959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:30.717990] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:30.718017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:30.718073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:30.776052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:30.776917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:30.777000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:30.777033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:30.909661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:30.909826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:30.909895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:30.909927] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:30.913805] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-23T20:22:30.914087] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-23T20:22:30.914214] [INFO ] [sig       ] FSLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:31.060903] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FSLY.txt
[2025-12-23T20:22:31.061058] [INFO ] [sig       ] [1299/3557] Completed FSLY in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-23T20:22:31.061098] [INFO ] [sig       ] [1300/3557] Forecasting FSM...
[2025-12-23T20:22:31.061128] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-23T20:22:31.061157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-23T20:22:31.074019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-23T20:22:31.074348] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-23T20:22:31.075122] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-23T20:22:31.075174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:31.075205] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:31.075232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:31.075292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:31.131683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:31.132974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:31.133059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:31.133091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:31.255708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:31.255868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:31.255911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:31.255939] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:31.259372] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=42.52%)
[2025-12-23T20:22:31.259705] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-23T20:22:31.259846] [INFO ] [sig       ] FSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:31.404408] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FSM.txt
[2025-12-23T20:22:31.404564] [INFO ] [sig       ] [1300/3557] Completed FSM in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:31.404623] [INFO ] [sig       ] [1301/3557] Forecasting FSS...
[2025-12-23T20:22:31.404653] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-23T20:22:31.404684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-23T20:22:31.416863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-23T20:22:31.417289] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-23T20:22:31.418129] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-23T20:22:31.418185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:31.418217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:31.418245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:31.418304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:31.477158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:31.478084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:31.478176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:31.478209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:31.613488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:31.613674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:31.613723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:31.613754] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:31.617379] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-12-23T20:22:31.617702] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-23T20:22:31.617838] [INFO ] [sig       ] FSS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:31.761638] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FSS.txt
[2025-12-23T20:22:31.761832] [INFO ] [sig       ] [1301/3557] Completed FSS in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:31.761881] [INFO ] [sig       ] [1302/3557] Forecasting FTA...
[2025-12-23T20:22:31.761913] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-23T20:22:31.761943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-23T20:22:31.773278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-23T20:22:31.773640] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-23T20:22:31.774629] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-23T20:22:31.774693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:31.774733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:31.774771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:31.774846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:31.832699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:31.833532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:31.833654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:31.833690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:31.954064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:31.954223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:31.954265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:31.954295] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:31.957885] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-12-23T20:22:31.958172] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-23T20:22:31.958302] [INFO ] [sig       ] FTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:32.102901] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTA.txt
[2025-12-23T20:22:32.103059] [INFO ] [sig       ] [1302/3557] Completed FTA in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:32.103098] [INFO ] [sig       ] [1303/3557] Forecasting FTAI...
[2025-12-23T20:22:32.103127] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-23T20:22:32.103157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-23T20:22:32.114663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-23T20:22:32.115012] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-23T20:22:32.115790] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-23T20:22:32.115841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:32.115884] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:32.115911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:32.115967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:32.177016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:32.177898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:32.177979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:32.178013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:32.302846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:32.303000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:32.303040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:32.303068] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:32.306566] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-23T20:22:32.307097] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-23T20:22:32.307235] [INFO ] [sig       ] FTAI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:32.455413] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTAI.txt
[2025-12-23T20:22:32.455593] [INFO ] [sig       ] [1303/3557] Completed FTAI in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:32.455635] [INFO ] [sig       ] [1304/3557] Forecasting FTC...
[2025-12-23T20:22:32.455666] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-23T20:22:32.455695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-23T20:22:32.466614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-23T20:22:32.466980] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-23T20:22:32.467764] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-23T20:22:32.467816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:32.467848] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:32.467875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:32.467930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:32.527546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:32.528643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:32.528725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:32.528758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:32.651928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:32.652087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:32.652126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:32.652156] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:32.655849] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-23T20:22:32.656170] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-23T20:22:32.656300] [INFO ] [sig       ] FTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:32.801793] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTC.txt
[2025-12-23T20:22:32.801962] [INFO ] [sig       ] [1304/3557] Completed FTC in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:32.802003] [INFO ] [sig       ] [1305/3557] Forecasting FTCI...
[2025-12-23T20:22:32.802033] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-23T20:22:32.802062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-23T20:22:32.814368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-23T20:22:32.814731] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-23T20:22:32.815475] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-23T20:22:32.815527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:32.815625] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:32.815656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:32.815712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:32.874079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:32.874932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:32.875013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:32.875045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:32.999301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:32.999465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:32.999508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:32.999537] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:33.003224] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-23T20:22:33.003505] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-23T20:22:33.003847] [INFO ] [sig       ] FTCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:33.147199] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTCI.txt
[2025-12-23T20:22:33.147362] [INFO ] [sig       ] [1305/3557] Completed FTCI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:33.147404] [INFO ] [sig       ] [1306/3557] Forecasting FTCS...
[2025-12-23T20:22:33.147435] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-23T20:22:33.147466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-23T20:22:33.160237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-23T20:22:33.160652] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-23T20:22:33.161505] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-23T20:22:33.161560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:33.161611] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:33.161638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:33.161695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:33.221807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:33.222702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:33.222787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:33.222818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:33.346217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:33.346374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:33.346416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:33.346444] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:33.349901] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-23T20:22:33.350220] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-23T20:22:33.350356] [INFO ] [sig       ] FTCS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:33.497425] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTCS.txt
[2025-12-23T20:22:33.497604] [INFO ] [sig       ] [1306/3557] Completed FTCS in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:33.497647] [INFO ] [sig       ] [1307/3557] Forecasting FTEK...
[2025-12-23T20:22:33.497684] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-23T20:22:33.497717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-23T20:22:33.509550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-23T20:22:33.509967] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-23T20:22:33.510779] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-23T20:22:33.510833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:33.510867] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:33.510895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:33.510953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:33.567114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:33.567951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:33.568028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:33.568060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:33.681710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:33.681869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:33.681908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:33.681936] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:33.685329] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-23T20:22:33.685654] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-23T20:22:33.685788] [INFO ] [sig       ] FTEK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:33.824665] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTEK.txt
[2025-12-23T20:22:33.824818] [INFO ] [sig       ] [1307/3557] Completed FTEK in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:33.824857] [INFO ] [sig       ] [1308/3557] Forecasting FTGC...
[2025-12-23T20:22:33.824886] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-23T20:22:33.824917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-23T20:22:33.837439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-23T20:22:33.837818] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-23T20:22:33.838649] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-23T20:22:33.838705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:33.838739] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:33.838767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:33.838825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:33.897446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:33.898334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:33.898418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:33.898452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:34.020255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:34.020414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:34.020455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:34.020546] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:34.024137] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-12-23T20:22:34.024441] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-23T20:22:34.024594] [INFO ] [sig       ] FTGC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:34.169363] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTGC.txt
[2025-12-23T20:22:34.169533] [INFO ] [sig       ] [1308/3557] Completed FTGC in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:34.169599] [INFO ] [sig       ] [1309/3557] Forecasting FTGS...
[2025-12-23T20:22:34.169638] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-23T20:22:34.169677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-23T20:22:34.181875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-23T20:22:34.182325] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-23T20:22:34.183223] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-23T20:22:34.183281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:34.183319] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:34.183348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:34.183412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:34.240012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:34.240890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:34.241019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:34.241055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:34.361182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:34.361366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:34.361412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:34.361442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:34.364916] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-23T20:22:34.365221] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-23T20:22:34.365360] [INFO ] [sig       ] FTGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:34.575048] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTGS.txt
[2025-12-23T20:22:34.575206] [INFO ] [sig       ] [1309/3557] Completed FTGS in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:34.575246] [INFO ] [sig       ] [1310/3557] Forecasting FTHI...
[2025-12-23T20:22:34.575276] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-23T20:22:34.575306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-23T20:22:34.587222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-23T20:22:34.587629] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-23T20:22:34.588443] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-23T20:22:34.588497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:34.588530] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:34.588557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:34.588654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:34.644344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:34.645273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:34.645361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:34.645393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:34.761994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:34.762150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:34.762192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:34.762240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:34.765545] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-23T20:22:34.765835] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-23T20:22:34.765962] [INFO ] [sig       ] FTHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:34.904781] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTHI.txt
[2025-12-23T20:22:34.904936] [INFO ] [sig       ] [1310/3557] Completed FTHI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:34.904975] [INFO ] [sig       ] [1311/3557] Forecasting FTHM...
[2025-12-23T20:22:34.905004] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-23T20:22:34.905034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-23T20:22:34.916221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-23T20:22:34.916557] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-23T20:22:34.917350] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-23T20:22:34.917405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:34.917437] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:34.917466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:34.917522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:34.973776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:34.974643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:34.974726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:34.974758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:35.092021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:35.092187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:35.092225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:35.092253] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:35.095668] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-23T20:22:35.095976] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-23T20:22:35.096110] [INFO ] [sig       ] FTHM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:35.237071] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTHM.txt
[2025-12-23T20:22:35.237228] [INFO ] [sig       ] [1311/3557] Completed FTHM in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:35.237267] [INFO ] [sig       ] [1312/3557] Forecasting FTHY...
[2025-12-23T20:22:35.237298] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-23T20:22:35.237328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-23T20:22:35.249447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-23T20:22:35.249838] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-23T20:22:35.250688] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-23T20:22:35.250742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:35.250775] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:35.250803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:35.250860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:35.308120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:35.309005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:35.309105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:35.309139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:35.427451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:35.427627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:35.427669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:35.427699] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:35.431277] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-23T20:22:35.431612] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-23T20:22:35.431749] [INFO ] [sig       ] FTHY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:35.576523] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTHY.txt
[2025-12-23T20:22:35.576705] [INFO ] [sig       ] [1312/3557] Completed FTHY in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:35.576749] [INFO ] [sig       ] [1313/3557] Forecasting FTI...
[2025-12-23T20:22:35.576780] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-23T20:22:35.576809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-23T20:22:35.589263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-23T20:22:35.589700] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-23T20:22:35.590525] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-23T20:22:35.590606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:35.590648] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:35.590677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:35.590734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:35.646937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:35.647877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:35.647965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:35.647997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:35.766772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:35.766931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:35.766971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:35.767001] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:35.770486] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-23T20:22:35.770813] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-23T20:22:35.770950] [INFO ] [sig       ] FTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:35.912275] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTI.txt
[2025-12-23T20:22:35.912433] [INFO ] [sig       ] [1313/3557] Completed FTI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:35.912473] [INFO ] [sig       ] [1314/3557] Forecasting FTK...
[2025-12-23T20:22:35.912502] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-23T20:22:35.912532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-23T20:22:35.924294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-23T20:22:35.924729] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-23T20:22:35.925546] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-23T20:22:35.925631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:35.925675] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:35.925718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:35.925778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:35.988950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:35.989860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:35.989943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:35.989975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:36.106499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:36.106682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:36.106723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:36.106751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:36.110203] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-23T20:22:36.110495] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-23T20:22:36.110647] [INFO ] [sig       ] FTK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:36.250364] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTK.txt
[2025-12-23T20:22:36.250525] [INFO ] [sig       ] [1314/3557] Completed FTK in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:36.250566] [INFO ] [sig       ] [1315/3557] Forecasting FTLF...
[2025-12-23T20:22:36.250619] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-23T20:22:36.250650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-23T20:22:36.261587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-23T20:22:36.261975] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-23T20:22:36.262784] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-23T20:22:36.262837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:36.262867] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:36.262893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:36.262948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:36.320110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:36.321210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:36.321361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:36.321410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:36.440549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:36.440724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:36.440766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:36.440796] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:36.444364] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-23T20:22:36.444693] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-23T20:22:36.444832] [INFO ] [sig       ] FTLF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:36.585272] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTLF.txt
[2025-12-23T20:22:36.585438] [INFO ] [sig       ] [1315/3557] Completed FTLF in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:36.585478] [INFO ] [sig       ] [1316/3557] Forecasting FTQI...
[2025-12-23T20:22:36.585508] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-23T20:22:36.585539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-23T20:22:36.597484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-23T20:22:36.597841] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-23T20:22:36.598656] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-23T20:22:36.598710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:36.598742] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:36.598769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:36.598827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:36.654619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:36.655466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:36.655547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:36.655638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:36.776535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:36.776722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:36.776763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:36.776791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:36.780329] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-23T20:22:36.780649] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-23T20:22:36.780783] [INFO ] [sig       ] FTQI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:36.923647] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTQI.txt
[2025-12-23T20:22:36.923825] [INFO ] [sig       ] [1316/3557] Completed FTQI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-23T20:22:36.923872] [INFO ] [sig       ] [1317/3557] Forecasting FTRE...
[2025-12-23T20:22:36.923902] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-23T20:22:36.923933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-23T20:22:36.935140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-23T20:22:36.935494] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-23T20:22:36.936272] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-23T20:22:36.936323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:36.936354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:36.936380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:36.936436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:36.992961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:36.993810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:36.993894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:36.993926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:37.119354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:37.119517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:37.119559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:37.119614] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:37.123356] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-23T20:22:37.123644] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-23T20:22:37.123770] [INFO ] [sig       ] FTRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:37.268666] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTRE.txt
[2025-12-23T20:22:37.268823] [INFO ] [sig       ] [1317/3557] Completed FTRE in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:37.268863] [INFO ] [sig       ] [1318/3557] Forecasting FTRI...
[2025-12-23T20:22:37.268894] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-23T20:22:37.268930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-23T20:22:37.280504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-23T20:22:37.280966] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-23T20:22:37.281793] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-23T20:22:37.281847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:37.281881] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:37.281908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:37.281964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:37.338418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:37.339340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:37.339422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:37.339453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:37.458214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:37.458386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:37.458438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:37.458469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:37.462238] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-23T20:22:37.462595] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-23T20:22:37.462757] [INFO ] [sig       ] FTRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:37.603526] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTRI.txt
[2025-12-23T20:22:37.603794] [INFO ] [sig       ] [1318/3557] Completed FTRI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:37.603854] [INFO ] [sig       ] [1319/3557] Forecasting FTS...
[2025-12-23T20:22:37.603896] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-23T20:22:37.603937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-23T20:22:37.616414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-23T20:22:37.616828] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-23T20:22:37.617666] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-23T20:22:37.617720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:37.617753] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:37.617782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:37.617839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:37.674568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:37.675521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:37.675648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:37.675700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:37.799440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:37.799634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:37.799680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:37.799708] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:37.803207] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-23T20:22:37.803501] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-23T20:22:37.803662] [INFO ] [sig       ] FTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:37.947967] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FTS.txt
[2025-12-23T20:22:37.948152] [INFO ] [sig       ] [1319/3557] Completed FTS in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:37.948192] [INFO ] [sig       ] [1320/3557] Forecasting FTSL...
[2025-12-23T20:22:37.948221] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-23T20:22:37.948250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-23T20:22:37.960131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-23T20:22:37.960474] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-23T20:22:37.961252] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-23T20:22:37.961305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:37.961337] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:37.961364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:37.961419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:38.017685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:38.018545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:38.018647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:38.018680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:38.136604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:38.136760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:38.136801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:38.136829] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:38.140176] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-23T20:22:38.140449] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-23T20:22:38.140595] [INFO ] [sig       ] FTSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:38.284403] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTSL.txt
[2025-12-23T20:22:38.284559] [INFO ] [sig       ] [1320/3557] Completed FTSL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:38.284619] [INFO ] [sig       ] [1321/3557] Forecasting FTSM...
[2025-12-23T20:22:38.284650] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-23T20:22:38.284679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-23T20:22:38.296141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-23T20:22:38.296484] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-23T20:22:38.297267] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-23T20:22:38.297319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:38.297352] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:38.297378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:38.297433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:38.356432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:38.357363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:38.357451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:38.357484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:38.461395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:38.461517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:38.461557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:38.461619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:38.465005] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-23T20:22:38.465272] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-23T20:22:38.465393] [INFO ] [sig       ] FTSM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:38.612279] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTSM.txt
[2025-12-23T20:22:38.612436] [INFO ] [sig       ] [1321/3557] Completed FTSM in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:38.612475] [INFO ] [sig       ] [1322/3557] Forecasting FTXL...
[2025-12-23T20:22:38.612505] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-23T20:22:38.612535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-23T20:22:38.624279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-23T20:22:38.624644] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-23T20:22:38.625421] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-23T20:22:38.625474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:38.625534] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:38.625563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:38.625640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:38.688735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:38.689732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:38.689818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:38.689852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:38.807559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:38.807785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:38.807829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:38.807866] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:38.811597] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-23T20:22:38.811952] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-23T20:22:38.812106] [INFO ] [sig       ] FTXL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:38.962018] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTXL.txt
[2025-12-23T20:22:38.962171] [INFO ] [sig       ] [1322/3557] Completed FTXL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:38.962211] [INFO ] [sig       ] [1323/3557] Forecasting FTXN...
[2025-12-23T20:22:38.962242] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-23T20:22:38.962271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-23T20:22:38.973461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-23T20:22:38.973817] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-23T20:22:38.974619] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-23T20:22:38.974673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:38.974706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:38.974733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:38.974790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:39.032391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:39.033243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:39.033339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:39.033373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:39.148328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:39.148486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:39.148527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:39.148555] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:39.151926] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-23T20:22:39.152197] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-23T20:22:39.152325] [INFO ] [sig       ] FTXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:39.304559] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTXN.txt
[2025-12-23T20:22:39.304746] [INFO ] [sig       ] [1323/3557] Completed FTXN in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:39.304786] [INFO ] [sig       ] [1324/3557] Forecasting FTXO...
[2025-12-23T20:22:39.304816] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-23T20:22:39.304844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-23T20:22:39.316102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-23T20:22:39.316499] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-23T20:22:39.317334] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-23T20:22:39.317388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:39.317420] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:39.317447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:39.317502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:39.377971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:39.378865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:39.378960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:39.379021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:39.505133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:39.505301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:39.505354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:39.505385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:39.509035] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-23T20:22:39.509357] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-23T20:22:39.509491] [INFO ] [sig       ] FTXO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:39.658236] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FTXO.txt
[2025-12-23T20:22:39.658402] [INFO ] [sig       ] [1324/3557] Completed FTXO in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:39.658442] [INFO ] [sig       ] [1325/3557] Forecasting FUBO...
[2025-12-23T20:22:39.658473] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-23T20:22:39.658504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-23T20:22:39.670154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-23T20:22:39.670549] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-23T20:22:39.671372] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-23T20:22:39.671425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:39.671457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:39.671484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:39.671553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:39.729020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:39.729933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:39.730020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:39.730053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:39.854896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:39.855051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:39.855090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:39.855159] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:39.858490] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-23T20:22:39.858794] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-23T20:22:39.858922] [INFO ] [sig       ] FUBO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:39.997644] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FUBO.txt
[2025-12-23T20:22:39.997802] [INFO ] [sig       ] [1325/3557] Completed FUBO in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:39.997842] [INFO ] [sig       ] [1326/3557] Forecasting FUL...
[2025-12-23T20:22:39.997871] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-23T20:22:39.997901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-23T20:22:40.009756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-23T20:22:40.010130] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-23T20:22:40.010961] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-23T20:22:40.011015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:40.011048] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:40.011075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:40.011138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:40.068772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:40.069666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:40.069746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:40.069777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:40.192216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:40.192375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:40.192416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:40.192446] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:40.195924] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-23T20:22:40.196227] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-23T20:22:40.196366] [INFO ] [sig       ] FUL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:40.340355] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FUL.txt
[2025-12-23T20:22:40.340517] [INFO ] [sig       ] [1326/3557] Completed FUL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:40.340557] [INFO ] [sig       ] [1327/3557] Forecasting FULC...
[2025-12-23T20:22:40.340621] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-23T20:22:40.340660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-23T20:22:40.353381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-23T20:22:40.353813] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-23T20:22:40.354764] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-23T20:22:40.354832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:40.354867] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:40.354894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:40.354952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:40.413456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:40.414344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:40.414428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:40.414461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:40.546635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:40.546791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:40.546830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:40.546860] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:40.550287] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-23T20:22:40.550607] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-23T20:22:40.550747] [INFO ] [sig       ] FULC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:40.691518] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FULC.txt
[2025-12-23T20:22:40.691728] [INFO ] [sig       ] [1327/3557] Completed FULC in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:40.691790] [INFO ] [sig       ] [1328/3557] Forecasting FUN...
[2025-12-23T20:22:40.691830] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-23T20:22:40.691867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-23T20:22:40.704245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-23T20:22:40.704666] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-23T20:22:40.705531] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-23T20:22:40.705607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:40.705642] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:40.705669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:40.705727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:40.768362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:40.769339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:40.769432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:40.769464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:40.889756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:40.889911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:40.889951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:40.889981] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:40.893407] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-23T20:22:40.893726] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-23T20:22:40.893872] [INFO ] [sig       ] FUN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:41.037762] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FUN.txt
[2025-12-23T20:22:41.037941] [INFO ] [sig       ] [1328/3557] Completed FUN in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:41.037983] [INFO ] [sig       ] [1329/3557] Forecasting FUNC...
[2025-12-23T20:22:41.038013] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-23T20:22:41.038042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-23T20:22:41.049519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-23T20:22:41.049928] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-23T20:22:41.050814] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-23T20:22:41.050870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:41.050904] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:41.050931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:41.050988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:41.109917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:41.110852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:41.110937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:41.110970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:41.230624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:41.230782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:41.230824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:41.230854] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:41.234304] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=51.28%)
[2025-12-23T20:22:41.234622] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-23T20:22:41.234757] [INFO ] [sig       ] FUNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:41.377408] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FUNC.txt
[2025-12-23T20:22:41.377591] [INFO ] [sig       ] [1329/3557] Completed FUNC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:41.377635] [INFO ] [sig       ] [1330/3557] Forecasting FUND...
[2025-12-23T20:22:41.377665] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-23T20:22:41.377700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-23T20:22:41.388623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-23T20:22:41.389018] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-23T20:22:41.389873] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-23T20:22:41.389927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:41.389960] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:41.389986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:41.390043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:41.448657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:41.449539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:41.449641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:41.449675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:41.565899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:41.566051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:41.566091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:41.566121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:41.569606] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-12-23T20:22:41.569901] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-23T20:22:41.570028] [INFO ] [sig       ] FUND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:41.712259] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FUND.txt
[2025-12-23T20:22:41.712450] [INFO ] [sig       ] [1330/3557] Completed FUND in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:41.712501] [INFO ] [sig       ] [1331/3557] Forecasting FVCB...
[2025-12-23T20:22:41.712532] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-23T20:22:41.712560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-23T20:22:41.724025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-23T20:22:41.724399] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-23T20:22:41.725205] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-23T20:22:41.725258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:41.725290] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:41.725318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:41.725377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:41.782695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:41.783544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:41.783650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:41.783683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:41.898524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:41.898738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:41.898780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:41.898809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:41.902597] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-23T20:22:41.902915] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-23T20:22:41.903050] [INFO ] [sig       ] FVCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:42.050116] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FVCB.txt
[2025-12-23T20:22:42.050280] [INFO ] [sig       ] [1331/3557] Completed FVCB in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:42.050320] [INFO ] [sig       ] [1332/3557] Forecasting FWONA...
[2025-12-23T20:22:42.050353] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-23T20:22:42.050384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-23T20:22:42.062235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-23T20:22:42.062653] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-23T20:22:42.063464] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-23T20:22:42.063519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:42.063552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:42.063613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:42.063684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:42.122745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:42.123698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:42.123822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:42.123857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:42.247440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:42.247609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:42.247651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:42.247679] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:42.251048] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2025-12-23T20:22:42.251338] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-23T20:22:42.251462] [INFO ] [sig       ] FWONA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:42.391359] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FWONA.txt
[2025-12-23T20:22:42.391524] [INFO ] [sig       ] [1332/3557] Completed FWONA in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:42.391565] [INFO ] [sig       ] [1333/3557] Forecasting FWONK...
[2025-12-23T20:22:42.391621] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-23T20:22:42.391653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-23T20:22:42.403320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-23T20:22:42.403694] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-23T20:22:42.404460] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-23T20:22:42.404511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:42.404542] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:42.404568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:42.404653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:42.462947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:42.463879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:42.463965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:42.463997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:42.587115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:42.587389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:42.587431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:42.587460] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:42.590978] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-23T20:22:42.591271] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-23T20:22:42.591402] [INFO ] [sig       ] FWONK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:42.734882] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FWONK.txt
[2025-12-23T20:22:42.735039] [INFO ] [sig       ] [1333/3557] Completed FWONK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-23T20:22:42.735079] [INFO ] [sig       ] [1334/3557] Forecasting FWRD...
[2025-12-23T20:22:42.735111] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-23T20:22:42.735139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-23T20:22:42.746886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-23T20:22:42.747203] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-23T20:22:42.748002] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-23T20:22:42.748056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:42.748088] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:42.748116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:42.748172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:42.804941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:42.805858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:42.805949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:42.805981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:42.927967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:42.928141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:42.928181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:42.928209] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:42.931662] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-23T20:22:42.931969] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-23T20:22:42.932110] [INFO ] [sig       ] FWRD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:43.071987] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FWRD.txt
[2025-12-23T20:22:43.072144] [INFO ] [sig       ] [1334/3557] Completed FWRD in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:43.072184] [INFO ] [sig       ] [1335/3557] Forecasting FWRG...
[2025-12-23T20:22:43.072214] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-23T20:22:43.072245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-23T20:22:43.084189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-23T20:22:43.084540] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-23T20:22:43.085321] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-23T20:22:43.085374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:43.085406] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:43.085432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:43.085487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:43.142037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:43.142894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:43.142977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:43.143011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:43.265641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:43.265798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:43.265838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:43.265868] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:43.269371] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-23T20:22:43.269673] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-23T20:22:43.269802] [INFO ] [sig       ] FWRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:43.410473] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/FWRG.txt
[2025-12-23T20:22:43.410653] [INFO ] [sig       ] [1335/3557] Completed FWRG in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:43.410695] [INFO ] [sig       ] [1336/3557] Forecasting FYC...
[2025-12-23T20:22:43.410726] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-23T20:22:43.410757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-23T20:22:43.421687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-23T20:22:43.422054] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-23T20:22:43.422859] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-23T20:22:43.422912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:43.422943] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:43.422969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:43.423029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:43.481387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:43.482469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:43.482556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:43.482609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:43.604101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:43.604262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:43.604302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:43.604332] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:43.607770] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=42.51%)
[2025-12-23T20:22:43.608073] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-23T20:22:43.608213] [INFO ] [sig       ] FYC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:43.751034] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FYC.txt
[2025-12-23T20:22:43.751190] [INFO ] [sig       ] [1336/3557] Completed FYC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:43.751229] [INFO ] [sig       ] [1337/3557] Forecasting FYX...
[2025-12-23T20:22:43.751259] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-23T20:22:43.751289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-23T20:22:43.762453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-23T20:22:43.762853] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-23T20:22:43.763644] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-23T20:22:43.763696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:43.763727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:43.763753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:43.763810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:43.822024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:43.822895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:43.822977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:43.823010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:43.945025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:43.945182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:43.945223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:43.945252] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:43.949216] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-23T20:22:43.949499] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-23T20:22:43.949648] [INFO ] [sig       ] FYX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:44.094183] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/FYX.txt
[2025-12-23T20:22:44.094340] [INFO ] [sig       ] [1337/3557] Completed FYX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:44.094381] [INFO ] [sig       ] [1338/3557] Forecasting G...
[2025-12-23T20:22:44.094411] [INFO ] [sig       ] Generating forecast for: G
[2025-12-23T20:22:44.094441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-23T20:22:44.106006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-23T20:22:44.106385] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-23T20:22:44.107206] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-23T20:22:44.107261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:44.107305] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:44.107335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:44.107393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:44.167893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:44.168798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:44.168880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:44.168912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:44.295251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:44.295411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:44.295452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:44.295536] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:44.298909] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-12-23T20:22:44.299224] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-23T20:22:44.299359] [INFO ] [sig       ] G: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:44.442934] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/G.txt
[2025-12-23T20:22:44.443092] [INFO ] [sig       ] [1338/3557] Completed G in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:44.443132] [INFO ] [sig       ] [1339/3557] Forecasting GAB...
[2025-12-23T20:22:44.443163] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-23T20:22:44.443193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-23T20:22:44.458491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-23T20:22:44.458870] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-23T20:22:44.459704] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-23T20:22:44.459787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:44.459819] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:44.459846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:44.459907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:44.517486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:44.518364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:44.518447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:44.518481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:44.639668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:44.639836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:44.639884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:44.639918] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:44.643310] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-23T20:22:44.643626] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-23T20:22:44.643760] [INFO ] [sig       ] GAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:44.783477] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GAB.txt
[2025-12-23T20:22:44.783754] [INFO ] [sig       ] [1339/3557] Completed GAB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:44.783802] [INFO ] [sig       ] [1340/3557] Forecasting GABC...
[2025-12-23T20:22:44.783833] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-23T20:22:44.783864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-23T20:22:44.796277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-23T20:22:44.796729] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-23T20:22:44.797635] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-23T20:22:44.797697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:44.797730] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:44.797758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:44.797815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:44.856139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:44.856980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:44.857062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:44.857093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:44.975865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:44.976046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:44.976093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:44.976121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:44.979765] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-23T20:22:44.980113] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-23T20:22:44.980256] [INFO ] [sig       ] GABC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:45.124687] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GABC.txt
[2025-12-23T20:22:45.124850] [INFO ] [sig       ] [1340/3557] Completed GABC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:45.124890] [INFO ] [sig       ] [1341/3557] Forecasting GAIA...
[2025-12-23T20:22:45.124919] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-23T20:22:45.124950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-23T20:22:45.136800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-23T20:22:45.137182] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-23T20:22:45.137976] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-23T20:22:45.138028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:45.138058] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:45.138084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:45.138138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:45.196705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:45.197603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:45.197692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:45.197724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:45.315548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:45.315722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:45.315768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:45.315801] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:45.319154] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-23T20:22:45.319457] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-23T20:22:45.319625] [INFO ] [sig       ] GAIA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:45.464741] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GAIA.txt
[2025-12-23T20:22:45.464892] [INFO ] [sig       ] [1341/3557] Completed GAIA in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:45.464939] [INFO ] [sig       ] [1342/3557] Forecasting GAIN...
[2025-12-23T20:22:45.464974] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-23T20:22:45.465004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-23T20:22:45.476359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-23T20:22:45.476693] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-23T20:22:45.477462] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-23T20:22:45.477517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:45.477549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:45.477595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:45.477655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:45.534718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:45.535498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:45.535593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:45.535627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:45.651070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:45.651223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:45.651301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:45.651332] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:45.654787] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-23T20:22:45.655074] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-23T20:22:45.655207] [INFO ] [sig       ] GAIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:45.806588] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GAIN.txt
[2025-12-23T20:22:45.806754] [INFO ] [sig       ] [1342/3557] Completed GAIN in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:45.806801] [INFO ] [sig       ] [1343/3557] Forecasting GAM...
[2025-12-23T20:22:45.806831] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-23T20:22:45.806861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-23T20:22:45.817756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-23T20:22:45.818078] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-23T20:22:45.818953] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-23T20:22:45.819009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:45.819043] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:45.819072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:45.819144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:45.877103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:45.877742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:45.877823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:45.877858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:45.994019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:45.994163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:45.994204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:45.994233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:45.997670] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-23T20:22:45.997950] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-23T20:22:45.998097] [INFO ] [sig       ] GAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:46.140742] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GAM.txt
[2025-12-23T20:22:46.140888] [INFO ] [sig       ] [1343/3557] Completed GAM in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:46.140930] [INFO ] [sig       ] [1344/3557] Forecasting GAMB...
[2025-12-23T20:22:46.140960] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-23T20:22:46.140991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-23T20:22:46.153466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-23T20:22:46.153857] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-23T20:22:46.155097] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-23T20:22:46.155152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:46.155185] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:46.155213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:46.155270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:46.215751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:46.216420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:46.216500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:46.216533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:46.341724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:46.341874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:46.341916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:46.341946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:46.345518] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-23T20:22:46.345877] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-23T20:22:46.346038] [INFO ] [sig       ] GAMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:46.486862] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GAMB.txt
[2025-12-23T20:22:46.486998] [INFO ] [sig       ] [1344/3557] Completed GAMB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:46.487038] [INFO ] [sig       ] [1345/3557] Forecasting GANX...
[2025-12-23T20:22:46.487264] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-23T20:22:46.487294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-23T20:22:46.499795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-23T20:22:46.500118] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-23T20:22:46.500931] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-23T20:22:46.500985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:46.501016] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:46.501044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:46.501100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:46.559471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:46.560197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:46.560277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:46.560311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:46.681382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:46.681551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:46.681631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:46.681664] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:46.685640] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-23T20:22:46.685986] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-23T20:22:46.686135] [INFO ] [sig       ] GANX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:46.829991] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GANX.txt
[2025-12-23T20:22:46.830124] [INFO ] [sig       ] [1345/3557] Completed GANX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:46.830162] [INFO ] [sig       ] [1346/3557] Forecasting GASS...
[2025-12-23T20:22:46.830220] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-23T20:22:46.830250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-23T20:22:46.841595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-23T20:22:46.841906] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-23T20:22:46.842771] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-23T20:22:46.842838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:46.842889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:46.842920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:46.842979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:46.904123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:46.904912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:46.904992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:46.905037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:47.030248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:47.030401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:47.030442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:47.030473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:47.034170] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=47.11%)
[2025-12-23T20:22:47.034457] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-23T20:22:47.034600] [INFO ] [sig       ] GASS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:47.172428] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GASS.txt
[2025-12-23T20:22:47.172558] [INFO ] [sig       ] [1346/3557] Completed GASS in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:47.172614] [INFO ] [sig       ] [1347/3557] Forecasting GATX...
[2025-12-23T20:22:47.172645] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-23T20:22:47.172674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-23T20:22:47.186681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-23T20:22:47.187191] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-23T20:22:47.188193] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-23T20:22:47.188247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:47.188280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:47.188307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:47.188363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:47.246686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:47.247379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:47.247487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:47.247523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:47.367201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:47.367340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:47.367380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:47.367418] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:47.371140] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-23T20:22:47.371441] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-23T20:22:47.371593] [INFO ] [sig       ] GATX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:47.524109] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GATX.txt
[2025-12-23T20:22:47.524247] [INFO ] [sig       ] [1347/3557] Completed GATX in 0.4s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:47.524287] [INFO ] [sig       ] [1348/3557] Forecasting GAUZ...
[2025-12-23T20:22:47.524318] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-23T20:22:47.524347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-23T20:22:47.535968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-23T20:22:47.536286] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-23T20:22:47.537106] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-23T20:22:47.537160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:47.537193] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:47.537222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:47.537280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:47.593770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:47.594416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:47.594494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:47.594527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:47.717442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:47.717566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:47.717624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:47.717653] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:47.721489] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-23T20:22:47.721784] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-23T20:22:47.721915] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:47.872732] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GAUZ.txt
[2025-12-23T20:22:47.872868] [INFO ] [sig       ] [1348/3557] Completed GAUZ in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:47.872908] [INFO ] [sig       ] [1349/3557] Forecasting GBAB...
[2025-12-23T20:22:47.872937] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-23T20:22:47.872966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-23T20:22:47.884149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-23T20:22:47.884463] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-23T20:22:47.885242] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-23T20:22:47.885294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:47.885346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:47.885375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:47.885459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:47.940957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:47.941711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:47.941791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:47.941823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:48.060176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:48.060320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:48.060360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:48.060389] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:48.063708] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-23T20:22:48.063980] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-23T20:22:48.064103] [INFO ] [sig       ] GBAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:48.201006] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GBAB.txt
[2025-12-23T20:22:48.201131] [INFO ] [sig       ] [1349/3557] Completed GBAB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:48.201170] [INFO ] [sig       ] [1350/3557] Forecasting GBCI...
[2025-12-23T20:22:48.201199] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-23T20:22:48.201228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-23T20:22:48.212449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-23T20:22:48.212780] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-23T20:22:48.213537] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-23T20:22:48.213607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:48.213640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:48.213666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:48.213721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:48.268544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:48.269340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:48.269426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:48.269457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:48.391097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:48.391251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:48.391292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:48.391321] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:48.394803] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-23T20:22:48.395097] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-23T20:22:48.395229] [INFO ] [sig       ] GBCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:48.533454] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GBCI.txt
[2025-12-23T20:22:48.533604] [INFO ] [sig       ] [1350/3557] Completed GBCI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:48.533645] [INFO ] [sig       ] [1351/3557] Forecasting GBDC...
[2025-12-23T20:22:48.533676] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-23T20:22:48.533705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-23T20:22:48.545112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-23T20:22:48.545439] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-23T20:22:48.546221] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-23T20:22:48.546273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:48.546303] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:48.546328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:48.546383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:48.609401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:48.610472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:48.610599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:48.610649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:48.729507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:48.729681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:48.729722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:48.729751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:48.733081] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=68.64%)
[2025-12-23T20:22:48.733355] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-23T20:22:48.733481] [INFO ] [sig       ] GBDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:48.874212] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GBDC.txt
[2025-12-23T20:22:48.874341] [INFO ] [sig       ] [1351/3557] Completed GBDC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-23T20:22:48.874381] [INFO ] [sig       ] [1352/3557] Forecasting GBIO...
[2025-12-23T20:22:48.874411] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-23T20:22:48.874440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-23T20:22:48.885779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-23T20:22:48.886094] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-23T20:22:48.886886] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-23T20:22:48.886938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:48.886969] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:48.886995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:48.887051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:48.943796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:48.944425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:48.944502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:48.944533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:49.061506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:49.061680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:49.061719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:49.061748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:49.065411] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-23T20:22:49.065739] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-23T20:22:49.065870] [INFO ] [sig       ] GBIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:49.207948] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GBIO.txt
[2025-12-23T20:22:49.208271] [INFO ] [sig       ] [1352/3557] Completed GBIO in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:49.208311] [INFO ] [sig       ] [1353/3557] Forecasting GBTG...
[2025-12-23T20:22:49.208348] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-23T20:22:49.208378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-23T20:22:49.220929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-23T20:22:49.221272] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-23T20:22:49.222096] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-23T20:22:49.222150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:49.222181] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:49.222208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:49.222263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:49.280771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:49.281531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:49.281625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:49.281658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:49.406289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:49.406449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:49.406493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:49.406523] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:49.410208] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-23T20:22:49.410713] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-23T20:22:49.410849] [INFO ] [sig       ] GBTG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:49.549705] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GBTG.txt
[2025-12-23T20:22:49.549871] [INFO ] [sig       ] [1353/3557] Completed GBTG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:49.549912] [INFO ] [sig       ] [1354/3557] Forecasting GBX...
[2025-12-23T20:22:49.549942] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-23T20:22:49.549972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-23T20:22:49.565257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-23T20:22:49.565645] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-23T20:22:49.566430] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-23T20:22:49.566481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:49.566512] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:49.566539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:49.566622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:49.621548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:49.622214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:49.622291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:49.622322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:49.733441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:49.733607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:49.733647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:49.733676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:49.736993] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=0.03%)
[2025-12-23T20:22:49.737260] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-23T20:22:49.737385] [INFO ] [sig       ] GBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:49.873945] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GBX.txt
[2025-12-23T20:22:49.874085] [INFO ] [sig       ] [1354/3557] Completed GBX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:49.874124] [INFO ] [sig       ] [1355/3557] Forecasting GCBC...
[2025-12-23T20:22:49.874349] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-23T20:22:49.874378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-23T20:22:49.886432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-23T20:22:49.886811] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-23T20:22:49.887697] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-23T20:22:49.887750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:49.887781] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:49.887807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:49.887867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:49.944488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:49.945271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:49.945347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:49.945378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:50.052138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:50.052300] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:22:50.052341] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:50.052371] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:50.055782] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-23T20:22:50.056057] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-23T20:22:50.056186] [INFO ] [sig       ] GCBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:50.196840] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GCBC.txt
[2025-12-23T20:22:50.197176] [INFO ] [sig       ] [1355/3557] Completed GCBC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:50.197230] [INFO ] [sig       ] [1356/3557] Forecasting GCMG...
[2025-12-23T20:22:50.197262] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-23T20:22:50.197292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-23T20:22:50.210286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-23T20:22:50.210615] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-23T20:22:50.211429] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-23T20:22:50.211688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:50.211724] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:50.211751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:50.211808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:50.271729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:50.272359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:50.272450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:50.272494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:50.398535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:50.398707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:50.398753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:50.398805] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:50.402239] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-23T20:22:50.402504] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-23T20:22:50.402648] [INFO ] [sig       ] GCMG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:50.542793] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GCMG.txt
[2025-12-23T20:22:50.542959] [INFO ] [sig       ] [1356/3557] Completed GCMG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:50.542998] [INFO ] [sig       ] [1357/3557] Forecasting GCO...
[2025-12-23T20:22:50.543028] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-23T20:22:50.543058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-23T20:22:50.555255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-23T20:22:50.555652] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-23T20:22:50.556514] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-23T20:22:50.556569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:50.556622] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:50.556650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:50.556706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:50.615919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:50.616865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:50.616945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:50.616978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:50.734822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:50.734972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:50.735010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:50.735039] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:50.738354] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-23T20:22:50.738640] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-23T20:22:50.738765] [INFO ] [sig       ] GCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:50.878701] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GCO.txt
[2025-12-23T20:22:50.878833] [INFO ] [sig       ] [1357/3557] Completed GCO in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:50.878873] [INFO ] [sig       ] [1358/3557] Forecasting GD...
[2025-12-23T20:22:50.878903] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-23T20:22:50.878933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-23T20:22:50.893232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-23T20:22:50.893683] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-23T20:22:50.894758] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-23T20:22:50.894813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:50.894846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:50.894874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:50.894930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:50.953233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:50.954177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:50.954267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:50.954318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:51.072975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:51.073141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:51.073183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:51.073212] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:51.076695] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-12-23T20:22:51.076989] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-23T20:22:51.077124] [INFO ] [sig       ] GD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:51.220700] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GD.txt
[2025-12-23T20:22:51.220866] [INFO ] [sig       ] [1358/3557] Completed GD in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:51.220907] [INFO ] [sig       ] [1359/3557] Forecasting GDC...
[2025-12-23T20:22:51.220937] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-23T20:22:51.220966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-23T20:22:51.233740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-23T20:22:51.234147] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-23T20:22:51.234968] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-23T20:22:51.235021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:51.235052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:51.235078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:51.235138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:51.292026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:51.292976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:51.293067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:51.293100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:51.418740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:51.418908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:51.418949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:51.418979] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:51.422536] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-23T20:22:51.422851] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-23T20:22:51.422986] [INFO ] [sig       ] GDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:51.564903] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GDC.txt
[2025-12-23T20:22:51.565069] [INFO ] [sig       ] [1359/3557] Completed GDC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:51.565111] [INFO ] [sig       ] [1360/3557] Forecasting GDDY...
[2025-12-23T20:22:51.565144] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-23T20:22:51.565173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-23T20:22:51.577860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-23T20:22:51.578248] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-23T20:22:51.579047] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-23T20:22:51.579099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:51.579138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:51.579210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:51.579307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:51.647933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:51.648992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:51.649089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:51.649124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:51.797652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:51.797828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:51.797877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:51.797909] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:51.801817] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-23T20:22:51.802131] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-23T20:22:51.802270] [INFO ] [sig       ] GDDY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:51.953792] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GDDY.txt
[2025-12-23T20:22:51.953963] [INFO ] [sig       ] [1360/3557] Completed GDDY in 0.4s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:51.954003] [INFO ] [sig       ] [1361/3557] Forecasting GDEN...
[2025-12-23T20:22:51.954032] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-23T20:22:51.954061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-23T20:22:51.965740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-23T20:22:51.966139] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-23T20:22:51.966980] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-23T20:22:51.967037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:51.967069] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:51.967094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:51.967149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:52.023491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:52.024403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:52.024498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:52.024530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:52.148595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:52.148757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:52.148797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:52.148824] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:52.152640] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-23T20:22:52.152970] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-23T20:22:52.153113] [INFO ] [sig       ] GDEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:52.307106] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GDEN.txt
[2025-12-23T20:22:52.307280] [INFO ] [sig       ] [1361/3557] Completed GDEN in 0.4s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:52.307321] [INFO ] [sig       ] [1362/3557] Forecasting GDRX...
[2025-12-23T20:22:52.307354] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-23T20:22:52.307384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-23T20:22:52.319424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-23T20:22:52.319838] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-23T20:22:52.320653] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-23T20:22:52.320706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:52.320736] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:52.320762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:52.320819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:52.378327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:52.379174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:52.379283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:52.379315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:52.502209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:52.502357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:52.502397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:52.502425] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:52.505742] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-23T20:22:52.506010] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-23T20:22:52.506317] [INFO ] [sig       ] GDRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:52.645348] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GDRX.txt
[2025-12-23T20:22:52.645490] [INFO ] [sig       ] [1362/3557] Completed GDRX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:52.645563] [INFO ] [sig       ] [1363/3557] Forecasting GDS...
[2025-12-23T20:22:52.645611] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-23T20:22:52.645642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-23T20:22:52.657428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-23T20:22:52.657801] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-23T20:22:52.658766] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-23T20:22:52.658818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:52.658850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:52.658876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:52.658936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:52.717307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:52.718339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:52.718423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:52.718455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:52.845356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:52.845513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:52.845554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:52.845603] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:52.848980] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-23T20:22:52.849289] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-23T20:22:52.849421] [INFO ] [sig       ] GDS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:52.998906] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GDS.txt
[2025-12-23T20:22:52.999095] [INFO ] [sig       ] [1363/3557] Completed GDS in 0.4s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:52.999137] [INFO ] [sig       ] [1364/3557] Forecasting GDYN...
[2025-12-23T20:22:52.999166] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-23T20:22:52.999221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-23T20:22:53.011145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-23T20:22:53.011498] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-23T20:22:53.012285] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-23T20:22:53.012337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:53.012368] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:53.012394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:53.012450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:53.071148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:53.071986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:53.072067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:53.072098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:53.198092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:53.198447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:53.198488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:53.198516] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:53.202324] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-23T20:22:53.202657] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-23T20:22:53.202795] [INFO ] [sig       ] GDYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:53.343402] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GDYN.txt
[2025-12-23T20:22:53.343554] [INFO ] [sig       ] [1364/3557] Completed GDYN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:53.343613] [INFO ] [sig       ] [1365/3557] Forecasting GE...
[2025-12-23T20:22:53.343644] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-23T20:22:53.343673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-23T20:22:53.356026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-23T20:22:53.356375] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-23T20:22:53.357144] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-23T20:22:53.357196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:53.357227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:53.357254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:53.357310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:53.413121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:53.413870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:53.413952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:53.413985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:53.537119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:53.537282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:53.537323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:53.537350] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:53.540906] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-23T20:22:53.541376] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-23T20:22:53.541500] [INFO ] [sig       ] GE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:53.681275] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GE.txt
[2025-12-23T20:22:53.681440] [INFO ] [sig       ] [1365/3557] Completed GE in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:53.681480] [INFO ] [sig       ] [1366/3557] Forecasting GECC...
[2025-12-23T20:22:53.681510] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-23T20:22:53.681539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-23T20:22:53.692780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-23T20:22:53.693086] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-23T20:22:53.693852] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-23T20:22:53.693903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:53.693934] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:53.693988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:53.694046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:53.750087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:53.750954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:53.751037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:53.751070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:53.871788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:53.871968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:53.872010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:53.872038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:53.875388] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-23T20:22:53.875695] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-23T20:22:53.875827] [INFO ] [sig       ] GECC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:54.014155] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GECC.txt
[2025-12-23T20:22:54.014300] [INFO ] [sig       ] [1366/3557] Completed GECC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:54.014339] [INFO ] [sig       ] [1367/3557] Forecasting GEF...
[2025-12-23T20:22:54.014368] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-23T20:22:54.014398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-23T20:22:54.029279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-23T20:22:54.029796] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-23T20:22:54.030963] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-23T20:22:54.031033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:54.031078] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:54.031119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:54.031205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:54.101934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:54.102914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:54.103002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:54.103034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:54.221306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:54.221476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:54.221521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:54.221550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:54.225098] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-23T20:22:54.225451] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-23T20:22:54.225610] [INFO ] [sig       ] GEF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:54.383423] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GEF.txt
[2025-12-23T20:22:54.383610] [INFO ] [sig       ] [1367/3557] Completed GEF in 0.4s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:54.383654] [INFO ] [sig       ] [1368/3557] Forecasting GEHC...
[2025-12-23T20:22:54.383687] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-23T20:22:54.383716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-23T20:22:54.396631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-23T20:22:54.397067] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-23T20:22:54.397951] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-23T20:22:54.398013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:54.398045] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:54.398073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:54.398130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:54.455963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:54.456874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:54.456961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:54.456996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:54.583162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:54.583325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:54.583365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:54.583394] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:54.586892] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-23T20:22:54.587206] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-23T20:22:54.587346] [INFO ] [sig       ] GEHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:54.729601] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GEHC.txt
[2025-12-23T20:22:54.729772] [INFO ] [sig       ] [1368/3557] Completed GEHC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-23T20:22:54.729814] [INFO ] [sig       ] [1369/3557] Forecasting GEL...
[2025-12-23T20:22:54.729843] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-23T20:22:54.729875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-23T20:22:54.742256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-23T20:22:54.742673] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-23T20:22:54.743452] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-23T20:22:54.743506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:54.743537] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:54.743562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:54.743652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:54.800051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:54.800948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:54.801037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:54.801071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:54.920968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:54.921152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:54.921194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:54.921220] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:54.924664] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-23T20:22:54.924954] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-23T20:22:54.925113] [INFO ] [sig       ] GEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:55.066864] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GEL.txt
[2025-12-23T20:22:55.067016] [INFO ] [sig       ] [1369/3557] Completed GEL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:55.067070] [INFO ] [sig       ] [1370/3557] Forecasting GEN...
[2025-12-23T20:22:55.067100] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-23T20:22:55.067131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-23T20:22:55.080234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-23T20:22:55.080618] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-23T20:22:55.081419] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-23T20:22:55.081474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:55.081507] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:55.081534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:55.081617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:55.140329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:55.141220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:55.141302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:55.141335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:55.263731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:55.263890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:55.263929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:55.263958] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:55.267372] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-23T20:22:55.267664] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-23T20:22:55.267792] [INFO ] [sig       ] GEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:55.413751] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GEN.txt
[2025-12-23T20:22:55.413915] [INFO ] [sig       ] [1370/3557] Completed GEN in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:55.413954] [INFO ] [sig       ] [1371/3557] Forecasting GENI...
[2025-12-23T20:22:55.413985] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-23T20:22:55.414018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-23T20:22:55.426844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-23T20:22:55.427174] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-23T20:22:55.428149] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-23T20:22:55.428202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:55.428232] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:55.428258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:55.428314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:55.487062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:55.487945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:55.488029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:55.488062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:55.608962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:55.609125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:55.609167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:55.609215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:55.612715] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-12-23T20:22:55.612990] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-23T20:22:55.613114] [INFO ] [sig       ] GENI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:55.755843] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GENI.txt
[2025-12-23T20:22:55.756003] [INFO ] [sig       ] [1371/3557] Completed GENI in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:55.756044] [INFO ] [sig       ] [1372/3557] Forecasting GENK...
[2025-12-23T20:22:55.756073] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-23T20:22:55.756103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-23T20:22:55.767134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-23T20:22:55.767529] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-23T20:22:55.768330] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-23T20:22:55.768383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:55.768414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:55.768440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:55.768495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:55.823747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:55.824684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:55.824769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:55.824801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:55.954112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:55.954278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:55.954325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:55.954358] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:55.958728] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-23T20:22:55.959116] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-23T20:22:55.959310] [INFO ] [sig       ] GENK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:56.102138] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GENK.txt
[2025-12-23T20:22:56.102317] [INFO ] [sig       ] [1372/3557] Completed GENK in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:56.102360] [INFO ] [sig       ] [1373/3557] Forecasting GEOS...
[2025-12-23T20:22:56.102391] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-23T20:22:56.102431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-23T20:22:56.119976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-23T20:22:56.120405] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-23T20:22:56.121209] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-23T20:22:56.121295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:56.121328] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:56.121355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:56.121410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:56.178064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:56.178949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:56.179033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:56.179065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:56.297311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:56.297469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:56.297510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:56.297538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:56.301048] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-23T20:22:56.301335] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-23T20:22:56.301471] [INFO ] [sig       ] GEOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:56.463528] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GEOS.txt
[2025-12-23T20:22:56.463716] [INFO ] [sig       ] [1373/3557] Completed GEOS in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:56.463759] [INFO ] [sig       ] [1374/3557] Forecasting GERN...
[2025-12-23T20:22:56.463789] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-23T20:22:56.463819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-23T20:22:56.475768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-23T20:22:56.476090] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-23T20:22:56.476886] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-23T20:22:56.476941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:56.476974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:56.477001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:56.477058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:56.534740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:56.535588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:56.535674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:56.535708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:56.655905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:56.656065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:56.656105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:56.656133] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:56.659597] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-23T20:22:56.659874] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-23T20:22:56.660017] [INFO ] [sig       ] GERN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:56.803281] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GERN.txt
[2025-12-23T20:22:56.803441] [INFO ] [sig       ] [1374/3557] Completed GERN in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:56.803481] [INFO ] [sig       ] [1375/3557] Forecasting GES...
[2025-12-23T20:22:56.803510] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-23T20:22:56.803541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-23T20:22:56.815556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-23T20:22:56.815953] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-23T20:22:56.816810] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-23T20:22:56.816865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:56.816897] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:56.816925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:56.816981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:56.875855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:56.876878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:56.876970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:56.877004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:56.993597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:56.993767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:56.993807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:56.993837] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:56.997395] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-23T20:22:56.997689] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-23T20:22:56.997835] [INFO ] [sig       ] GES: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:57.142466] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GES.txt
[2025-12-23T20:22:57.142665] [INFO ] [sig       ] [1375/3557] Completed GES in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:57.142717] [INFO ] [sig       ] [1376/3557] Forecasting GEVO...
[2025-12-23T20:22:57.142754] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-23T20:22:57.142784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-23T20:22:57.155138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-23T20:22:57.155488] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-23T20:22:57.156529] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-23T20:22:57.156615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:57.156653] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:57.156683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:57.156750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:57.215688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:57.216508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:57.216671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:57.216722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:57.338687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:57.338845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:57.338885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:57.338914] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:57.342382] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-23T20:22:57.342678] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-23T20:22:57.342809] [INFO ] [sig       ] GEVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:57.485728] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GEVO.txt
[2025-12-23T20:22:57.485893] [INFO ] [sig       ] [1376/3557] Completed GEVO in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:57.485940] [INFO ] [sig       ] [1377/3557] Forecasting GFF...
[2025-12-23T20:22:57.485972] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-23T20:22:57.486003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-23T20:22:57.498453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-23T20:22:57.498873] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-23T20:22:57.499809] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-23T20:22:57.499868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:57.499900] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:57.499929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:57.499987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:57.562007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:57.562866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:57.562965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:57.563002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:57.683547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:57.683724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:57.683769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:57.683798] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:57.687548] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-12-23T20:22:57.687883] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-23T20:22:57.688024] [INFO ] [sig       ] GFF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:57.835027] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GFF.txt
[2025-12-23T20:22:57.835393] [INFO ] [sig       ] [1377/3557] Completed GFF in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:57.835450] [INFO ] [sig       ] [1378/3557] Forecasting GFI...
[2025-12-23T20:22:57.835481] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-23T20:22:57.835513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-23T20:22:57.848491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-23T20:22:57.848869] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-23T20:22:57.849741] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-23T20:22:57.849798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:57.849830] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:57.849857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:57.849912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:57.908765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:57.909623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:57.909713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:57.909747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:58.036711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:58.036876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:58.036919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:58.036949] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:58.040395] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=65.43%)
[2025-12-23T20:22:58.040696] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-23T20:22:58.040850] [INFO ] [sig       ] GFI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:58.179278] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GFI.txt
[2025-12-23T20:22:58.179413] [INFO ] [sig       ] [1378/3557] Completed GFI in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:58.179452] [INFO ] [sig       ] [1379/3557] Forecasting GFL...
[2025-12-23T20:22:58.179481] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-23T20:22:58.179511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-23T20:22:58.191707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-23T20:22:58.192086] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-23T20:22:58.192936] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-23T20:22:58.192992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:58.193025] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:58.193053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:58.193110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:58.256989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:58.257916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:58.258007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:58.258040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:58.386897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:58.387062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:58.387103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:58.387132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:58.390771] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-23T20:22:58.391111] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-23T20:22:58.391249] [INFO ] [sig       ] GFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:58.531143] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GFL.txt
[2025-12-23T20:22:58.531348] [INFO ] [sig       ] [1379/3557] Completed GFL in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:58.531400] [INFO ] [sig       ] [1380/3557] Forecasting GFS...
[2025-12-23T20:22:58.531434] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-23T20:22:58.531464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-23T20:22:58.542726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-23T20:22:58.543124] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-23T20:22:58.544007] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-23T20:22:58.544062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:58.544094] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:58.544122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:58.544178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:58.600219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:58.601120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:58.601216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:58.601257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:58.717693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:58.717855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:58.717895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:58.717940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:58.721591] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-12-23T20:22:58.721878] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-23T20:22:58.722013] [INFO ] [sig       ] GFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:58.862249] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GFS.txt
[2025-12-23T20:22:58.862406] [INFO ] [sig       ] [1380/3557] Completed GFS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:58.862446] [INFO ] [sig       ] [1381/3557] Forecasting GGAL...
[2025-12-23T20:22:58.862475] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-23T20:22:58.862505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-23T20:22:58.873850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-23T20:22:58.874206] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-23T20:22:58.875034] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-23T20:22:58.875089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:58.875122] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:58.875150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:58.875208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:58.931567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:58.932414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:58.932496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:58.932528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:59.050264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:59.050429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:59.050471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:59.050498] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:59.054008] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-23T20:22:59.054357] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-23T20:22:59.054503] [INFO ] [sig       ] GGAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:22:59.197966] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GGAL.txt
[2025-12-23T20:22:59.198129] [INFO ] [sig       ] [1381/3557] Completed GGAL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:59.198170] [INFO ] [sig       ] [1382/3557] Forecasting GGB...
[2025-12-23T20:22:59.198201] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-23T20:22:59.198230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-23T20:22:59.211022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-23T20:22:59.211446] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-23T20:22:59.212270] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-23T20:22:59.212324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:59.212356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:59.212382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:59.212454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:59.269318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:59.270199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:59.270300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:59.270333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:59.394614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:59.394778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:59.394821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:59.394852] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:59.398608] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-23T20:22:59.398917] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-23T20:22:59.399054] [INFO ] [sig       ] GGB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:59.538558] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GGB.txt
[2025-12-23T20:22:59.538755] [INFO ] [sig       ] [1382/3557] Completed GGB in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:59.538810] [INFO ] [sig       ] [1383/3557] Forecasting GGG...
[2025-12-23T20:22:59.538840] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-23T20:22:59.538870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-23T20:22:59.550903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-23T20:22:59.551271] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-23T20:22:59.552116] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-23T20:22:59.552170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:59.552232] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:59.552263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:59.552321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:59.613377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:59.614253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:59.614335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:59.614370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:22:59.734252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:22:59.734409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:22:59.734451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:22:59.734481] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:22:59.737907] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-23T20:22:59.738181] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-23T20:22:59.738307] [INFO ] [sig       ] GGG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:22:59.877411] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GGG.txt
[2025-12-23T20:22:59.877531] [INFO ] [sig       ] [1383/3557] Completed GGG in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:22:59.877595] [INFO ] [sig       ] [1384/3557] Forecasting GGLL...
[2025-12-23T20:22:59.877640] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-23T20:22:59.877680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-23T20:22:59.889527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-23T20:22:59.889819] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-23T20:22:59.890650] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-23T20:22:59.890703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:22:59.890734] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:22:59.890772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:22:59.890829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:22:59.946675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:22:59.947312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:22:59.947391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:22:59.947424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:00.062254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:00.062404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:00.062444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:00.062471] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:00.065783] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-23T20:23:00.066048] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-23T20:23:00.066169] [INFO ] [sig       ] GGLL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:00.203328] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GGLL.txt
[2025-12-23T20:23:00.203445] [INFO ] [sig       ] [1384/3557] Completed GGLL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:23:00.203483] [INFO ] [sig       ] [1385/3557] Forecasting GGLS...
[2025-12-23T20:23:00.203512] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-23T20:23:00.203542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-23T20:23:00.218412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-23T20:23:00.218818] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-23T20:23:00.219656] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-23T20:23:00.219710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:00.219743] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:00.219768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:00.219826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:00.296881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:00.297789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:00.297873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:00.297907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:00.448489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:00.448673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:00.448715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:00.448743] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:00.452347] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-23T20:23:00.452660] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-23T20:23:00.452802] [INFO ] [sig       ] GGLS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:00.590711] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GGLS.txt
[2025-12-23T20:23:00.590884] [INFO ] [sig       ] [1385/3557] Completed GGLS in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:23:00.590925] [INFO ] [sig       ] [1386/3557] Forecasting GH...
[2025-12-23T20:23:00.590955] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-23T20:23:00.590985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-23T20:23:00.602917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-23T20:23:00.603267] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-23T20:23:00.604102] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-23T20:23:00.604160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:00.604192] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:00.604220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:00.604278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:00.661225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:00.662080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:00.662164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:00.662198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:00.783365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:00.783532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:00.783622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:00.783700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:00.787159] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-23T20:23:00.787435] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-23T20:23:00.787561] [INFO ] [sig       ] GH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:00.925710] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GH.txt
[2025-12-23T20:23:00.925870] [INFO ] [sig       ] [1386/3557] Completed GH in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-23T20:23:00.925910] [INFO ] [sig       ] [1387/3557] Forecasting GHI...
[2025-12-23T20:23:00.925941] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-23T20:23:00.925971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-23T20:23:00.937645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-23T20:23:00.937996] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-23T20:23:00.938780] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-23T20:23:00.938834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:00.938866] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:00.938892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:00.938948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:00.994187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:00.995069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:00.995162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:00.995194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:01.108066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:01.108233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:01.108274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:01.108302] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:01.111720] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-23T20:23:01.112049] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-23T20:23:01.112184] [INFO ] [sig       ] GHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:01.249329] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GHI.txt
[2025-12-23T20:23:01.249495] [INFO ] [sig       ] [1387/3557] Completed GHI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:01.249536] [INFO ] [sig       ] [1388/3557] Forecasting GHM...
[2025-12-23T20:23:01.249566] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-23T20:23:01.249626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-23T20:23:01.261630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-23T20:23:01.261974] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-23T20:23:01.262757] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-23T20:23:01.262809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:01.262840] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:01.262866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:01.262922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:01.318276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:01.319129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:01.319233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:01.319267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:01.437043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:01.437215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:01.437254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:01.437283] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:01.440687] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-23T20:23:01.440973] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-23T20:23:01.441107] [INFO ] [sig       ] GHM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:01.590333] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GHM.txt
[2025-12-23T20:23:01.590507] [INFO ] [sig       ] [1388/3557] Completed GHM in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:01.590552] [INFO ] [sig       ] [1389/3557] Forecasting GHRS...
[2025-12-23T20:23:01.590617] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-23T20:23:01.590666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-23T20:23:01.603014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-23T20:23:01.603413] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-23T20:23:01.604222] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-23T20:23:01.604275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:01.604307] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:01.604340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:01.604398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:01.659633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:01.660509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:01.660618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:01.660652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:01.792794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:01.792962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:01.793011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:01.793040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:01.796884] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-23T20:23:01.797239] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-23T20:23:01.797395] [INFO ] [sig       ] GHRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:01.948994] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GHRS.txt
[2025-12-23T20:23:01.949165] [INFO ] [sig       ] [1389/3557] Completed GHRS in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:01.949244] [INFO ] [sig       ] [1390/3557] Forecasting GHY...
[2025-12-23T20:23:01.949288] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-23T20:23:01.949319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-23T20:23:01.961619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-23T20:23:01.962029] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-23T20:23:01.962874] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-23T20:23:01.962931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:01.962963] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:01.962990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:01.963046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:02.023707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:02.024667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:02.024752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:02.024786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:02.153892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:02.154055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:02.154106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:02.154151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:02.158076] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-23T20:23:02.158385] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-23T20:23:02.158551] [INFO ] [sig       ] GHY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:02.307630] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GHY.txt
[2025-12-23T20:23:02.307797] [INFO ] [sig       ] [1390/3557] Completed GHY in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:02.307837] [INFO ] [sig       ] [1391/3557] Forecasting GIB...
[2025-12-23T20:23:02.307867] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-23T20:23:02.307898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-23T20:23:02.320185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-23T20:23:02.320585] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-23T20:23:02.321394] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-23T20:23:02.321450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:02.321484] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:02.321512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:02.321597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:02.384397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:02.385309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:02.385404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:02.385441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:02.518356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:02.518521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:02.518570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:02.518618] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:02.522337] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-12-23T20:23:02.522691] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-23T20:23:02.522854] [INFO ] [sig       ] GIB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:02.663218] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GIB.txt
[2025-12-23T20:23:02.663380] [INFO ] [sig       ] [1391/3557] Completed GIB in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:02.663421] [INFO ] [sig       ] [1392/3557] Forecasting GIFI...
[2025-12-23T20:23:02.663450] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-23T20:23:02.663481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-23T20:23:02.674654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-23T20:23:02.675081] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-23T20:23:02.675924] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-23T20:23:02.675978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:02.676009] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:02.676034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:02.676090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:02.731764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:02.732688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:02.732774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:02.732806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:02.850021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:02.850188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:02.850231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:02.850258] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:02.853679] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-12-23T20:23:02.853965] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-23T20:23:02.854091] [INFO ] [sig       ] GIFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:02.994095] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GIFI.txt
[2025-12-23T20:23:02.994266] [INFO ] [sig       ] [1392/3557] Completed GIFI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:02.994306] [INFO ] [sig       ] [1393/3557] Forecasting GIII...
[2025-12-23T20:23:02.994336] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-23T20:23:02.994366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-23T20:23:03.006563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-23T20:23:03.006991] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-23T20:23:03.007805] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-23T20:23:03.007858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:03.007890] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:03.007918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:03.007973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:03.064178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:03.065041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:03.065159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:03.065192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:03.183068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:03.183245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:03.183293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:03.183328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:03.186672] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-23T20:23:03.186948] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-23T20:23:03.187074] [INFO ] [sig       ] GIII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:03.328301] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GIII.txt
[2025-12-23T20:23:03.328465] [INFO ] [sig       ] [1393/3557] Completed GIII in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:03.328506] [INFO ] [sig       ] [1394/3557] Forecasting GIL...
[2025-12-23T20:23:03.328536] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-23T20:23:03.328567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-23T20:23:03.345051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-23T20:23:03.345598] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-23T20:23:03.346718] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-23T20:23:03.346786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:03.346826] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:03.346859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:03.346936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:03.411254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:03.412187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:03.412321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:03.412356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:03.545002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:03.545163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:03.545205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:03.545235] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:03.548888] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-12-23T20:23:03.549289] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-23T20:23:03.549432] [INFO ] [sig       ] GIL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:03.698006] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GIL.txt
[2025-12-23T20:23:03.698171] [INFO ] [sig       ] [1394/3557] Completed GIL in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:03.698213] [INFO ] [sig       ] [1395/3557] Forecasting GILD...
[2025-12-23T20:23:03.698242] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-23T20:23:03.698273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-23T20:23:03.712168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-23T20:23:03.712603] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-23T20:23:03.713408] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-23T20:23:03.713461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:03.713491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:03.713517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:03.713590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:03.768546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:03.769466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:03.769570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:03.769621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:03.892354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:03.892518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:03.892558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:03.892606] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:03.896149] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-23T20:23:03.896459] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-23T20:23:03.896616] [INFO ] [sig       ] GILD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:04.037349] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GILD.txt
[2025-12-23T20:23:04.037506] [INFO ] [sig       ] [1395/3557] Completed GILD in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:04.037545] [INFO ] [sig       ] [1396/3557] Forecasting GIS...
[2025-12-23T20:23:04.037594] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-23T20:23:04.037627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-23T20:23:04.050158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-23T20:23:04.050528] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-23T20:23:04.051345] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-23T20:23:04.051397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:04.051428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:04.051454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:04.051514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:04.107108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:04.107946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:04.108027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:04.108059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:04.225183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:04.225349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:04.225391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:04.225420] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:04.228822] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-23T20:23:04.229138] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-23T20:23:04.229299] [INFO ] [sig       ] GIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:04.370888] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GIS.txt
[2025-12-23T20:23:04.371095] [INFO ] [sig       ] [1396/3557] Completed GIS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:04.371137] [INFO ] [sig       ] [1397/3557] Forecasting GKOS...
[2025-12-23T20:23:04.371167] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-23T20:23:04.371197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-23T20:23:04.383490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-23T20:23:04.383882] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-23T20:23:04.384675] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-23T20:23:04.384740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:04.384772] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:04.384797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:04.384852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:04.439893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:04.440831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:04.440926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:04.440960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:04.560438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:04.560618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:04.560660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:04.560688] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:04.564004] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-23T20:23:04.564282] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-23T20:23:04.564405] [INFO ] [sig       ] GKOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:04.701747] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GKOS.txt
[2025-12-23T20:23:04.701906] [INFO ] [sig       ] [1397/3557] Completed GKOS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:04.701945] [INFO ] [sig       ] [1398/3557] Forecasting GL...
[2025-12-23T20:23:04.701976] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-23T20:23:04.702005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-23T20:23:04.714450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-23T20:23:04.714866] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-23T20:23:04.715674] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-23T20:23:04.715726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:04.715758] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:04.715786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:04.715841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:04.770889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:04.771744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:04.771826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:04.771858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:04.893342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:04.893499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:04.893540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:04.893585] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:04.896953] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-23T20:23:04.897232] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-23T20:23:04.897358] [INFO ] [sig       ] GL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:05.038541] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GL.txt
[2025-12-23T20:23:05.038752] [INFO ] [sig       ] [1398/3557] Completed GL in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:05.038795] [INFO ] [sig       ] [1399/3557] Forecasting GLAD...
[2025-12-23T20:23:05.038825] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-23T20:23:05.038855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-23T20:23:05.051489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-23T20:23:05.051885] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-23T20:23:05.052779] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-23T20:23:05.052833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:05.052867] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:05.052894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:05.052952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:05.108803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:05.109747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:05.109862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:05.109896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:05.223714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:05.223879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:05.223918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:05.223947] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:05.227271] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-12-23T20:23:05.227545] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-23T20:23:05.227691] [INFO ] [sig       ] GLAD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:05.364596] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLAD.txt
[2025-12-23T20:23:05.364752] [INFO ] [sig       ] [1399/3557] Completed GLAD in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:05.364791] [INFO ] [sig       ] [1400/3557] Forecasting GLBE...
[2025-12-23T20:23:05.364820] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-23T20:23:05.364849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-23T20:23:05.376451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-23T20:23:05.376862] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-23T20:23:05.377709] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-23T20:23:05.377763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:05.377833] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:05.377874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:05.377954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:05.433762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:05.434739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:05.434836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:05.434869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:05.555818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:05.555976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:05.556016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:05.556044] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:05.559462] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-23T20:23:05.559802] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-23T20:23:05.559945] [INFO ] [sig       ] GLBE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:05.699358] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GLBE.txt
[2025-12-23T20:23:05.699528] [INFO ] [sig       ] [1400/3557] Completed GLBE in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:05.699596] [INFO ] [sig       ] [1401/3557] Forecasting GLBS...
[2025-12-23T20:23:05.699630] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-23T20:23:05.699659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-23T20:23:05.710999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-23T20:23:05.711402] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-23T20:23:05.712257] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-23T20:23:05.712313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:05.712345] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:05.712372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:05.712429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:05.767854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:05.768777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:05.768869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:05.768901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:05.880188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:05.880350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:05.880390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:05.880418] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:05.883842] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-23T20:23:05.884166] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-23T20:23:05.884304] [INFO ] [sig       ] GLBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:06.023191] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GLBS.txt
[2025-12-23T20:23:06.023358] [INFO ] [sig       ] [1401/3557] Completed GLBS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:06.023399] [INFO ] [sig       ] [1402/3557] Forecasting GLDD...
[2025-12-23T20:23:06.023430] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-23T20:23:06.023458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-23T20:23:06.035349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-23T20:23:06.035769] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-23T20:23:06.036544] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-23T20:23:06.036614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:06.036647] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:06.036673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:06.036728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:06.092012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:06.092884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:06.092970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:06.093002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:06.220947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:06.221103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:06.221142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:06.221172] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:06.225097] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-23T20:23:06.225458] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-23T20:23:06.225636] [INFO ] [sig       ] GLDD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:06.376733] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLDD.txt
[2025-12-23T20:23:06.376893] [INFO ] [sig       ] [1402/3557] Completed GLDD in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:06.376933] [INFO ] [sig       ] [1403/3557] Forecasting GLNG...
[2025-12-23T20:23:06.376963] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-23T20:23:06.376993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-23T20:23:06.389150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-23T20:23:06.389532] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-23T20:23:06.390428] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-23T20:23:06.390487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:06.390525] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:06.390565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:06.390664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:06.456589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:06.457702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:06.457850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:06.457888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:06.588101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:06.588261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:06.588305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:06.588382] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:06.591962] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-23T20:23:06.592287] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-23T20:23:06.592436] [INFO ] [sig       ] GLNG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:06.743980] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GLNG.txt
[2025-12-23T20:23:06.744156] [INFO ] [sig       ] [1403/3557] Completed GLNG in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-23T20:23:06.744197] [INFO ] [sig       ] [1404/3557] Forecasting GLOB...
[2025-12-23T20:23:06.744232] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-23T20:23:06.744261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-23T20:23:06.758241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-23T20:23:06.758678] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-23T20:23:06.759529] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-23T20:23:06.759607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:06.759641] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:06.759668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:06.759725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:06.823944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:06.825009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:06.825121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:06.825169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:06.947815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:06.947981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:06.948063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:06.948095] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:06.951627] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-23T20:23:06.951937] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-23T20:23:06.952072] [INFO ] [sig       ] GLOB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:07.111586] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLOB.txt
[2025-12-23T20:23:07.111769] [INFO ] [sig       ] [1404/3557] Completed GLOB in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:07.111815] [INFO ] [sig       ] [1405/3557] Forecasting GLP...
[2025-12-23T20:23:07.111847] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-23T20:23:07.111890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-23T20:23:07.124163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-23T20:23:07.124620] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-23T20:23:07.125474] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-23T20:23:07.125529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:07.125562] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:07.125615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:07.125675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:07.191389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:07.192540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:07.192660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:07.192703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:07.322762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:07.322942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:07.322988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:07.323019] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:07.326845] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-23T20:23:07.327240] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-23T20:23:07.327434] [INFO ] [sig       ] GLP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:07.480274] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLP.txt
[2025-12-23T20:23:07.480448] [INFO ] [sig       ] [1405/3557] Completed GLP in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:07.480489] [INFO ] [sig       ] [1406/3557] Forecasting GLPG...
[2025-12-23T20:23:07.480520] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-23T20:23:07.480549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-23T20:23:07.494330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-23T20:23:07.494803] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-23T20:23:07.495890] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-23T20:23:07.495958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:07.495992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:07.496044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:07.496116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:07.562802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:07.563777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:07.563866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:07.563900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:07.740019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:07.740222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:07.740282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:07.740327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:07.745764] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-23T20:23:07.746248] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-23T20:23:07.746447] [INFO ] [sig       ] GLPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:07.946973] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GLPG.txt
[2025-12-23T20:23:07.947147] [INFO ] [sig       ] [1406/3557] Completed GLPG in 0.5s | 2.91 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:07.947187] [INFO ] [sig       ] [1407/3557] Forecasting GLPI...
[2025-12-23T20:23:07.947218] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-23T20:23:07.947249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-23T20:23:07.964517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-23T20:23:07.966160] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-23T20:23:07.967829] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-23T20:23:07.967934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:07.967973] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:07.968004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:07.968079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:08.049357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:08.050508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:08.050655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:08.050701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:08.220607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:08.220805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:08.220851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:08.220883] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:08.227319] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-23T20:23:08.227937] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-23T20:23:08.228160] [INFO ] [sig       ] GLPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:08.431547] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GLPI.txt
[2025-12-23T20:23:08.431828] [INFO ] [sig       ] [1407/3557] Completed GLPI in 0.5s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:08.431888] [INFO ] [sig       ] [1408/3557] Forecasting GLRE...
[2025-12-23T20:23:08.431930] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-23T20:23:08.431992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-23T20:23:08.448689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-23T20:23:08.450006] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-23T20:23:08.451626] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-23T20:23:08.451705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:08.451770] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:08.451808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:08.451892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:08.525865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:08.526886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:08.526981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:08.527015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:08.654464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:08.654656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:08.654699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:08.654729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:08.658402] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=52.32%)
[2025-12-23T20:23:08.658782] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-23T20:23:08.658933] [INFO ] [sig       ] GLRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:08.807367] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLRE.txt
[2025-12-23T20:23:08.807538] [INFO ] [sig       ] [1408/3557] Completed GLRE in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:08.807599] [INFO ] [sig       ] [1409/3557] Forecasting GLSI...
[2025-12-23T20:23:08.807633] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-23T20:23:08.807663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-23T20:23:08.819221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-23T20:23:08.819564] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-23T20:23:08.820417] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-23T20:23:08.820471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:08.820504] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:08.820530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:08.820616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:08.877627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:08.878516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:08.878619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:08.878654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:09.000888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:09.001058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:09.001102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:09.001130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:09.005386] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-23T20:23:09.005821] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-23T20:23:09.005976] [INFO ] [sig       ] GLSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:09.148126] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLSI.txt
[2025-12-23T20:23:09.148283] [INFO ] [sig       ] [1409/3557] Completed GLSI in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:09.148324] [INFO ] [sig       ] [1410/3557] Forecasting GLTO...
[2025-12-23T20:23:09.148354] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-23T20:23:09.148384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-23T20:23:09.159402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-23T20:23:09.159788] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-23T20:23:09.160550] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-23T20:23:09.160658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:09.160692] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:09.160720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:09.160775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:09.216570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:09.217429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:09.217553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:09.217606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:09.333145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:09.333303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:09.333345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:09.333375] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:09.336799] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-23T20:23:09.337081] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-23T20:23:09.337213] [INFO ] [sig       ] GLTO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:09.488262] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLTO.txt
[2025-12-23T20:23:09.488470] [INFO ] [sig       ] [1410/3557] Completed GLTO in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:09.488521] [INFO ] [sig       ] [1411/3557] Forecasting GLUE...
[2025-12-23T20:23:09.488559] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-23T20:23:09.488617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-23T20:23:09.500130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-23T20:23:09.500515] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-23T20:23:09.501332] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-23T20:23:09.501385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:09.501417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:09.501443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:09.501499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:09.558176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:09.559014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:09.559097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:09.559129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:09.678501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:09.678678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:09.678720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:09.678750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:09.682249] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-12-23T20:23:09.682561] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-23T20:23:09.682717] [INFO ] [sig       ] GLUE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:09.835277] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GLUE.txt
[2025-12-23T20:23:09.835439] [INFO ] [sig       ] [1411/3557] Completed GLUE in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:09.835698] [INFO ] [sig       ] [1412/3557] Forecasting GMAB...
[2025-12-23T20:23:09.835735] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-23T20:23:09.835765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-23T20:23:09.849045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-23T20:23:09.849457] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-23T20:23:09.850250] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-23T20:23:09.850303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:09.850335] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:09.850362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:09.850417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:09.906752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:09.907661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:09.907746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:09.907780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:10.033259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:10.033414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:10.033454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:10.033483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:10.036901] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-12-23T20:23:10.037188] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-23T20:23:10.037319] [INFO ] [sig       ] GMAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:10.193225] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GMAB.txt
[2025-12-23T20:23:10.193648] [INFO ] [sig       ] [1412/3557] Completed GMAB in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:10.193726] [INFO ] [sig       ] [1413/3557] Forecasting GME...
[2025-12-23T20:23:10.193768] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-23T20:23:10.193799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-23T20:23:10.209077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-23T20:23:10.209510] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-23T20:23:10.210539] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-23T20:23:10.210617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:10.210651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:10.210685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:10.210742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:10.268153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:10.269125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:10.269328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:10.269366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:10.392537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:10.392720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:10.392761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:10.392791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:10.396418] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-23T20:23:10.396760] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-23T20:23:10.396943] [INFO ] [sig       ] GME: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:10.559688] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GME.txt
[2025-12-23T20:23:10.559964] [INFO ] [sig       ] [1413/3557] Completed GME in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:10.560017] [INFO ] [sig       ] [1414/3557] Forecasting GMED...
[2025-12-23T20:23:10.560059] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-23T20:23:10.560097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-23T20:23:10.576070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-23T20:23:10.576554] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-23T20:23:10.577774] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-23T20:23:10.577854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:10.577902] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:10.577941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:10.578023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:10.646801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:10.647655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:10.647742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:10.647774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:10.770103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:10.770258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:10.770299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:10.770329] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:10.774491] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-23T20:23:10.775014] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-23T20:23:10.775155] [INFO ] [sig       ] GMED: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:10.929861] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GMED.txt
[2025-12-23T20:23:10.930035] [INFO ] [sig       ] [1414/3557] Completed GMED in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:10.930077] [INFO ] [sig       ] [1415/3557] Forecasting GMM...
[2025-12-23T20:23:10.930108] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-23T20:23:10.930138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-23T20:23:10.941207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-23T20:23:10.941558] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-23T20:23:10.942379] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-23T20:23:10.942434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:10.942466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:10.942494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:10.942550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:10.998806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:10.999479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:10.999560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:10.999611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:11.109747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:11.109899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:11.109939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:11.110013] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:11.113349] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-23T20:23:11.113632] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-23T20:23:11.113756] [INFO ] [sig       ] GMM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:11.252270] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GMM.txt
[2025-12-23T20:23:11.252425] [INFO ] [sig       ] [1415/3557] Completed GMM in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:11.252464] [INFO ] [sig       ] [1416/3557] Forecasting GMRE...
[2025-12-23T20:23:11.252494] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-23T20:23:11.252524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-23T20:23:11.266012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-23T20:23:11.266458] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-23T20:23:11.267435] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-23T20:23:11.267496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:11.267536] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:11.267587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:11.267663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:11.330678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:11.331506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:11.331609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:11.331644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:11.452146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:11.452301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:11.452342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:11.452372] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:11.455745] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-23T20:23:11.456026] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-23T20:23:11.456155] [INFO ] [sig       ] GMRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:11.596633] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GMRE.txt
[2025-12-23T20:23:11.596786] [INFO ] [sig       ] [1416/3557] Completed GMRE in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:11.596826] [INFO ] [sig       ] [1417/3557] Forecasting GNE...
[2025-12-23T20:23:11.596856] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-23T20:23:11.596887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-23T20:23:11.610845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-23T20:23:11.611308] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-23T20:23:11.612396] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-23T20:23:11.612463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:11.612590] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:11.612640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:11.612729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:11.671917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:11.672809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:11.672912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:11.672945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:11.793907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:11.794072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:11.794126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:11.794156] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:11.797765] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-23T20:23:11.798084] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-23T20:23:11.798225] [INFO ] [sig       ] GNE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:11.939904] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GNE.txt
[2025-12-23T20:23:11.940069] [INFO ] [sig       ] [1417/3557] Completed GNE in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:11.940118] [INFO ] [sig       ] [1418/3557] Forecasting GNK...
[2025-12-23T20:23:11.940153] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-23T20:23:11.940193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-23T20:23:11.952993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-23T20:23:11.953397] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-23T20:23:11.954325] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-23T20:23:11.954382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:11.954416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:11.954442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:11.954508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:12.012036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:12.012892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:12.013010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:12.013046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:12.137882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:12.138042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:12.138084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:12.138111] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:12.141448] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-23T20:23:12.141744] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-23T20:23:12.141874] [INFO ] [sig       ] GNK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:12.282979] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GNK.txt
[2025-12-23T20:23:12.283149] [INFO ] [sig       ] [1418/3557] Completed GNK in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:12.283189] [INFO ] [sig       ] [1419/3557] Forecasting GNL...
[2025-12-23T20:23:12.283221] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-23T20:23:12.283251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-23T20:23:12.295302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-23T20:23:12.295685] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-23T20:23:12.296464] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-23T20:23:12.296518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:12.296553] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:12.296619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:12.296681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:12.352799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:12.353631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:12.353718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:12.353750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:12.470472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:12.470649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:12.470691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:12.470720] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:12.474185] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-23T20:23:12.474480] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-23T20:23:12.474630] [INFO ] [sig       ] GNL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:12.615679] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNL.txt
[2025-12-23T20:23:12.615828] [INFO ] [sig       ] [1419/3557] Completed GNL in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:12.615869] [INFO ] [sig       ] [1420/3557] Forecasting GNLN...
[2025-12-23T20:23:12.615899] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-23T20:23:12.615930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-23T20:23:12.627422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-23T20:23:12.627808] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-23T20:23:12.628609] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-23T20:23:12.628661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:12.628694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:12.628722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:12.628778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:12.685197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:12.685994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:12.686077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:12.686109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:12.797336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:12.797711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:12.797752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:12.797813] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:12.801596] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-23T20:23:12.801875] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-23T20:23:12.802006] [INFO ] [sig       ] GNLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:12.943376] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNLN.txt
[2025-12-23T20:23:12.943528] [INFO ] [sig       ] [1420/3557] Completed GNLN in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-23T20:23:12.943596] [INFO ] [sig       ] [1421/3557] Forecasting GNLX...
[2025-12-23T20:23:12.943632] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-23T20:23:12.943661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-23T20:23:12.956061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-23T20:23:12.956403] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-23T20:23:12.957236] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-23T20:23:12.957292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:12.957324] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:12.957350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:12.957407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:13.014403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:13.015440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:13.015741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:13.015777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:13.137587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:13.137739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:13.137780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:13.137810] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:13.141785] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-23T20:23:13.142064] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-23T20:23:13.142194] [INFO ] [sig       ] GNLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:13.290282] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GNLX.txt
[2025-12-23T20:23:13.290429] [INFO ] [sig       ] [1421/3557] Completed GNLX in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-23T20:23:13.290468] [INFO ] [sig       ] [1422/3557] Forecasting GNMA...
[2025-12-23T20:23:13.290497] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-23T20:23:13.290525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-23T20:23:13.301901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-23T20:23:13.302269] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-23T20:23:13.303076] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-23T20:23:13.303129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:13.303160] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:13.303186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:13.303243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:13.358356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:13.359052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:13.359133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:13.359165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:13.473090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:13.473245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:13.473284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:13.473313] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:13.476658] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-23T20:23:13.476927] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-23T20:23:13.477053] [INFO ] [sig       ] GNMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:13.615912] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GNMA.txt
[2025-12-23T20:23:13.616056] [INFO ] [sig       ] [1422/3557] Completed GNMA in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-23T20:23:13.616095] [INFO ] [sig       ] [1423/3557] Forecasting GNOM...
[2025-12-23T20:23:13.616123] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-23T20:23:13.616175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-23T20:23:13.627635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-23T20:23:13.627958] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-23T20:23:13.628738] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-23T20:23:13.628790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:13.628821] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:13.628846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:13.628901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:13.684601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:13.685278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:13.685357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:13.685390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:13.803864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:13.804032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:13.804074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:13.804104] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:13.807676] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-12-23T20:23:13.808081] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-23T20:23:13.808275] [INFO ] [sig       ] GNOM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:13.970564] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNOM.txt
[2025-12-23T20:23:13.970761] [INFO ] [sig       ] [1423/3557] Completed GNOM in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:13.970803] [INFO ] [sig       ] [1424/3557] Forecasting GNPX...
[2025-12-23T20:23:13.970832] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-23T20:23:13.970862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-23T20:23:13.984709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-23T20:23:13.985144] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-23T20:23:13.986122] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-23T20:23:13.986180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:13.986213] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:13.986241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:13.986298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:14.049430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:14.050386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:14.050510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:14.050549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:14.174560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:14.174735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:14.174777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:14.174808] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:14.178624] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-23T20:23:14.178967] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-23T20:23:14.179130] [INFO ] [sig       ] GNPX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:14.329039] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNPX.txt
[2025-12-23T20:23:14.329221] [INFO ] [sig       ] [1424/3557] Completed GNPX in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:14.329266] [INFO ] [sig       ] [1425/3557] Forecasting GNRC...
[2025-12-23T20:23:14.329298] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-23T20:23:14.329328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-23T20:23:14.341631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-23T20:23:14.341959] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-23T20:23:14.342819] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-23T20:23:14.342875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:14.342918] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:14.342959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:14.343025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:14.404408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:14.405169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:14.405250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:14.405285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:14.539310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:14.539480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:14.539541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:14.539603] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:14.543373] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=47.20%)
[2025-12-23T20:23:14.543705] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-23T20:23:14.543834] [INFO ] [sig       ] GNRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:14.694837] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNRC.txt
[2025-12-23T20:23:14.695029] [INFO ] [sig       ] [1425/3557] Completed GNRC in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:14.695088] [INFO ] [sig       ] [1426/3557] Forecasting GNSS...
[2025-12-23T20:23:14.695127] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-23T20:23:14.695174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-23T20:23:14.707081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-23T20:23:14.707428] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-23T20:23:14.708244] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-23T20:23:14.708297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:14.708330] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:14.708358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:14.708419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:14.771020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:14.771845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:14.771939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:14.771986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:14.901757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:14.901922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:14.901963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:14.902010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:14.905425] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-23T20:23:14.905730] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-23T20:23:14.905886] [INFO ] [sig       ] GNSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:15.058494] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GNSS.txt
[2025-12-23T20:23:15.058679] [INFO ] [sig       ] [1426/3557] Completed GNSS in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:15.058722] [INFO ] [sig       ] [1427/3557] Forecasting GNTX...
[2025-12-23T20:23:15.058755] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-23T20:23:15.058785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-23T20:23:15.071780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-23T20:23:15.072203] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-23T20:23:15.073099] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-23T20:23:15.073154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:15.073186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:15.073219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:15.073288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:15.133775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:15.134569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:15.134701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:15.134753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:15.261530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:15.261703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:15.261745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:15.261774] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:15.265448] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-23T20:23:15.265747] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-23T20:23:15.265875] [INFO ] [sig       ] GNTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:15.433605] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GNTX.txt
[2025-12-23T20:23:15.433775] [INFO ] [sig       ] [1427/3557] Completed GNTX in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:15.433815] [INFO ] [sig       ] [1428/3557] Forecasting GO...
[2025-12-23T20:23:15.433848] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-23T20:23:15.433880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-23T20:23:15.446180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-23T20:23:15.446560] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-23T20:23:15.447414] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-23T20:23:15.447469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:15.447501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:15.447527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:15.447602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:15.504477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:15.505394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:15.505489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:15.505521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:15.625774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:15.625936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:15.625978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:15.626007] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:15.629560] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-23T20:23:15.629881] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-23T20:23:15.630022] [INFO ] [sig       ] GO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:15.769362] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GO.txt
[2025-12-23T20:23:15.769529] [INFO ] [sig       ] [1428/3557] Completed GO in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:15.769588] [INFO ] [sig       ] [1429/3557] Forecasting GOCO...
[2025-12-23T20:23:15.769622] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-23T20:23:15.769651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-23T20:23:15.782002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-23T20:23:15.782420] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-23T20:23:15.783342] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-23T20:23:15.783398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:15.783446] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:15.783474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:15.783530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:15.845062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:15.845980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:15.846067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:15.846100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:15.981785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:15.981943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:15.981986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:15.982015] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:15.985823] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-12-23T20:23:15.986182] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-23T20:23:15.986336] [INFO ] [sig       ] GOCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:16.145652] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOCO.txt
[2025-12-23T20:23:16.145820] [INFO ] [sig       ] [1429/3557] Completed GOCO in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:16.145860] [INFO ] [sig       ] [1430/3557] Forecasting GOF...
[2025-12-23T20:23:16.145893] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-23T20:23:16.145936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-23T20:23:16.158818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-23T20:23:16.159227] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-23T20:23:16.160094] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-23T20:23:16.160161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:16.160195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:16.160223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:16.160303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:16.222141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:16.223052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:16.223142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:16.223176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:16.356768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:16.356955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:16.357006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:16.357040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:16.361131] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-23T20:23:16.361517] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-23T20:23:16.361697] [INFO ] [sig       ] GOF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:16.519508] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GOF.txt
[2025-12-23T20:23:16.519738] [INFO ] [sig       ] [1430/3557] Completed GOF in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:16.519785] [INFO ] [sig       ] [1431/3557] Forecasting GOGO...
[2025-12-23T20:23:16.519816] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-23T20:23:16.519847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-23T20:23:16.531563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-23T20:23:16.531967] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-23T20:23:16.532797] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-23T20:23:16.532852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:16.532884] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:16.532910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:16.532967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:16.588887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:16.589790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:16.589880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:16.589912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:16.712856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:16.713027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:16.713076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:16.713109] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:16.716950] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2025-12-23T20:23:16.717322] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-23T20:23:16.717471] [INFO ] [sig       ] GOGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:16.873792] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOGO.txt
[2025-12-23T20:23:16.873948] [INFO ] [sig       ] [1431/3557] Completed GOGO in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:16.873989] [INFO ] [sig       ] [1432/3557] Forecasting GOLF...
[2025-12-23T20:23:16.874021] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-23T20:23:16.874051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-23T20:23:16.886406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-23T20:23:16.886756] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-23T20:23:16.887634] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-23T20:23:16.887703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:16.887737] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:16.887776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:16.887861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:16.952187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:16.953016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:16.953097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:16.953129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:17.074750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:17.074903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:17.074942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:17.074970] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:17.078286] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-12-23T20:23:17.078588] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-23T20:23:17.078719] [INFO ] [sig       ] GOLF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:17.227412] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOLF.txt
[2025-12-23T20:23:17.227556] [INFO ] [sig       ] [1432/3557] Completed GOLF in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:17.227613] [INFO ] [sig       ] [1433/3557] Forecasting GOOD...
[2025-12-23T20:23:17.227643] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-23T20:23:17.227674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-23T20:23:17.242025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-23T20:23:17.242412] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-23T20:23:17.243240] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-23T20:23:17.243299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:17.243343] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:17.243372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:17.243429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:17.304498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:17.305331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:17.305414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:17.305447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:17.429392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:17.429554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:17.429617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:17.429648] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:17.433125] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-12-23T20:23:17.433417] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-23T20:23:17.433547] [INFO ] [sig       ] GOOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:17.586910] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOOD.txt
[2025-12-23T20:23:17.587112] [INFO ] [sig       ] [1433/3557] Completed GOOD in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:17.587165] [INFO ] [sig       ] [1434/3557] Forecasting GOOG...
[2025-12-23T20:23:17.587195] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-23T20:23:17.587226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-23T20:23:17.599563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-23T20:23:17.599962] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-23T20:23:17.600820] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-23T20:23:17.600874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:17.600935] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:17.600963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:17.601020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:17.658230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:17.659203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:17.659287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:17.659332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:17.794883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:17.795053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:17.795110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:17.795151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:17.798744] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=60.36%)
[2025-12-23T20:23:17.799071] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-23T20:23:17.799263] [INFO ] [sig       ] GOOG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:17.953201] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOOG.txt
[2025-12-23T20:23:17.953364] [INFO ] [sig       ] [1434/3557] Completed GOOG in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:17.953407] [INFO ] [sig       ] [1435/3557] Forecasting GOOS...
[2025-12-23T20:23:17.953439] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-23T20:23:17.953469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-23T20:23:17.968269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-23T20:23:17.968645] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-23T20:23:17.969493] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-23T20:23:17.969548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:17.969606] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:17.969644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:17.969712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:18.032855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:18.033753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:18.033843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:18.033877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:18.170932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:18.171099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:18.171141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:18.171170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:18.174664] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-23T20:23:18.174988] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-23T20:23:18.175127] [INFO ] [sig       ] GOOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:18.323334] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOOS.txt
[2025-12-23T20:23:18.323505] [INFO ] [sig       ] [1435/3557] Completed GOOS in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:18.323547] [INFO ] [sig       ] [1436/3557] Forecasting GOSS...
[2025-12-23T20:23:18.323595] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-23T20:23:18.323627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-23T20:23:18.335533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-23T20:23:18.335868] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-23T20:23:18.336656] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-23T20:23:18.336709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:18.336741] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:18.336768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:18.336824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:18.392371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:18.393166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:18.393250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:18.393281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:18.521041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:18.521197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:18.521235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:18.521264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:18.525504] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-23T20:23:18.525865] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-23T20:23:18.526004] [INFO ] [sig       ] GOSS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:18.687962] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GOSS.txt
[2025-12-23T20:23:18.688125] [INFO ] [sig       ] [1436/3557] Completed GOSS in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-23T20:23:18.688168] [INFO ] [sig       ] [1437/3557] Forecasting GOVI...
[2025-12-23T20:23:18.688200] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-23T20:23:18.688231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-23T20:23:18.700872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-23T20:23:18.701342] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-23T20:23:18.702299] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-23T20:23:18.702359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:18.702400] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:18.702442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:18.702530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:18.765509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:18.766397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:18.766487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:18.766536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:18.896137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:18.896297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:18.896337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:18.896403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:18.900192] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-23T20:23:18.900510] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-23T20:23:18.900668] [INFO ] [sig       ] GOVI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:19.060263] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GOVI.txt
[2025-12-23T20:23:19.060446] [INFO ] [sig       ] [1437/3557] Completed GOVI in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-23T20:23:19.060493] [INFO ] [sig       ] [1438/3557] Forecasting GPC...
[2025-12-23T20:23:19.060523] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-23T20:23:19.060554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-23T20:23:19.073103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-23T20:23:19.073477] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-23T20:23:19.074268] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-23T20:23:19.074321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:19.074353] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:19.074379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:19.074438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:19.131280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:19.132174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:19.132257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:19.132288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:19.254991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:19.255158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:19.255199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:19.255227] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:19.258803] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-23T20:23:19.259150] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-23T20:23:19.259325] [INFO ] [sig       ] GPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:19.404954] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GPC.txt
[2025-12-23T20:23:19.405105] [INFO ] [sig       ] [1438/3557] Completed GPC in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-23T20:23:19.405145] [INFO ] [sig       ] [1439/3557] Forecasting GPI...
[2025-12-23T20:23:19.405175] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-23T20:23:19.405206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-23T20:23:19.417266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-23T20:23:19.417669] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-23T20:23:19.418680] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-23T20:23:19.418734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:19.418766] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:19.418792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:19.419011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:19.476618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:19.477427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:19.477507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:19.477540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:19.596471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:19.596646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:19.596897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:19.596928] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:19.600467] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-23T20:23:19.600763] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-23T20:23:19.600889] [INFO ] [sig       ] GPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:19.743617] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GPI.txt
[2025-12-23T20:23:19.743774] [INFO ] [sig       ] [1439/3557] Completed GPI in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-23T20:23:19.743813] [INFO ] [sig       ] [1440/3557] Forecasting GPIQ...
[2025-12-23T20:23:19.743843] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-23T20:23:19.743874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-23T20:23:19.758003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-23T20:23:19.758468] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-23T20:23:19.759553] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-23T20:23:19.759641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:19.759683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:19.759717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:19.759795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:19.827182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:19.828083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:19.828171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:19.828204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:19.946419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:19.946592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:19.946633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:19.946662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:19.950057] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-23T20:23:19.950356] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-23T20:23:19.950491] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:20.152090] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GPIQ.txt
[2025-12-23T20:23:20.152245] [INFO ] [sig       ] [1440/3557] Completed GPIQ in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-23T20:23:20.152285] [INFO ] [sig       ] [1441/3557] Forecasting GPIX...
[2025-12-23T20:23:20.152315] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-23T20:23:20.152346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-23T20:23:20.163984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-23T20:23:20.164319] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-23T20:23:20.165114] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-23T20:23:20.165168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:20.165199] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:20.165225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:20.165280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:20.221085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:20.221999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:20.222083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:20.222115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:20.338234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:20.338397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:20.338437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:20.338466] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:20.341960] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-23T20:23:20.342249] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-23T20:23:20.342381] [INFO ] [sig       ] GPIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:20.523814] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GPIX.txt
[2025-12-23T20:23:20.523969] [INFO ] [sig       ] [1441/3557] Completed GPIX in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-23T20:23:20.524011] [INFO ] [sig       ] [1442/3557] Forecasting GPJA...
[2025-12-23T20:23:20.524042] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-23T20:23:20.524072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-23T20:23:20.534993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-23T20:23:20.535318] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-23T20:23:20.536137] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-23T20:23:20.536192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:20.536224] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:20.536251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:20.536307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:20.592047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:20.592949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:20.593034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:20.593066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:20.707161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:20.707321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:20.707360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:20.707389] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:20.710816] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-23T20:23:20.711097] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-23T20:23:20.711228] [INFO ] [sig       ] GPJA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:20.863160] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GPJA.txt
[2025-12-23T20:23:20.863401] [INFO ] [sig       ] [1442/3557] Completed GPJA in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:20.863467] [INFO ] [sig       ] [1443/3557] Forecasting GPK...
[2025-12-23T20:23:20.863528] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-23T20:23:20.863585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-23T20:23:20.878536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-23T20:23:20.878992] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-23T20:23:20.880017] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-23T20:23:20.880080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:20.880134] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:20.880168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:20.880244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:20.940728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:20.941666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:20.941750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:20.941782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:21.064402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:21.064586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:21.064632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:21.064661] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:21.069019] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-23T20:23:21.069474] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-23T20:23:21.069691] [INFO ] [sig       ] GPK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:21.230290] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GPK.txt
[2025-12-23T20:23:21.230455] [INFO ] [sig       ] [1443/3557] Completed GPK in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:21.230500] [INFO ] [sig       ] [1444/3557] Forecasting GPN...
[2025-12-23T20:23:21.230543] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-23T20:23:21.230616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-23T20:23:21.242825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-23T20:23:21.243208] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-23T20:23:21.244095] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-23T20:23:21.244163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:21.244211] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:21.244248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:21.244307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:21.304915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:21.305816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:21.305961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:21.306007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:21.436831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:21.436977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:21.437020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:21.437050] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:21.440567] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-23T20:23:21.440888] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-23T20:23:21.441026] [INFO ] [sig       ] GPN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:21.590387] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GPN.txt
[2025-12-23T20:23:21.590567] [INFO ] [sig       ] [1444/3557] Completed GPN in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:21.590655] [INFO ] [sig       ] [1445/3557] Forecasting GPRE...
[2025-12-23T20:23:21.590692] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-23T20:23:21.590727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-23T20:23:21.603907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-23T20:23:21.604376] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-23T20:23:21.605335] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-23T20:23:21.605404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:21.605450] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:21.605482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:21.605540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:21.670196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:21.671084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:21.671184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:21.671223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:21.806588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:21.806760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:21.806804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:21.806833] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:21.810563] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-23T20:23:21.810908] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-23T20:23:21.811044] [INFO ] [sig       ] GPRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:21.956317] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GPRE.txt
[2025-12-23T20:23:21.956481] [INFO ] [sig       ] [1445/3557] Completed GPRE in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:21.956524] [INFO ] [sig       ] [1446/3557] Forecasting GPRK...
[2025-12-23T20:23:21.956556] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-23T20:23:21.956616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-23T20:23:21.968954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-23T20:23:21.969367] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-23T20:23:21.970265] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-23T20:23:21.970321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:21.970354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:21.970382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:21.970439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:22.026630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:22.027489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:22.027594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:22.027632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:22.146341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:22.146496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:22.146536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:22.146565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:22.149920] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-23T20:23:22.150189] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-23T20:23:22.150316] [INFO ] [sig       ] GPRK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:22.287420] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GPRK.txt
[2025-12-23T20:23:22.287562] [INFO ] [sig       ] [1446/3557] Completed GPRK in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:22.287669] [INFO ] [sig       ] [1447/3557] Forecasting GPRO...
[2025-12-23T20:23:22.287701] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-23T20:23:22.287731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-23T20:23:22.300774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-23T20:23:22.301081] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-23T20:23:22.301888] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-23T20:23:22.301941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:22.301973] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:22.302000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:22.302057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:22.361953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:22.362815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:22.362896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:22.362928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:22.489362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:22.489530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:22.489588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:22.489620] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:22.493164] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-23T20:23:22.493447] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-23T20:23:22.493597] [INFO ] [sig       ] GPRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:22.635292] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GPRO.txt
[2025-12-23T20:23:22.635515] [INFO ] [sig       ] [1447/3557] Completed GPRO in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:22.635603] [INFO ] [sig       ] [1448/3557] Forecasting GRAB...
[2025-12-23T20:23:22.635650] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-23T20:23:22.635691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-23T20:23:22.648654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-23T20:23:22.649030] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-23T20:23:22.649905] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-23T20:23:22.649959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:22.649991] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:22.650017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:22.650073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:22.708326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:22.709208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:22.709307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:22.709344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:22.835244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:22.835421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:22.835462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:22.835491] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:22.839215] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-23T20:23:22.839507] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-23T20:23:22.839706] [INFO ] [sig       ] GRAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:22.983469] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GRAB.txt
[2025-12-23T20:23:22.983661] [INFO ] [sig       ] [1448/3557] Completed GRAB in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:22.983703] [INFO ] [sig       ] [1449/3557] Forecasting GRAL...
[2025-12-23T20:23:22.983733] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-23T20:23:22.983762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-23T20:23:22.995929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-23T20:23:22.996311] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-23T20:23:22.997150] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-23T20:23:22.997205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:22.997237] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:22.997264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:22.997321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:23.054449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:23.055296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:23.055380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:23.055413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:23.178282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:23.178447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:23.178486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:23.178514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:23.182116] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-23T20:23:23.182464] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-23T20:23:23.182627] [INFO ] [sig       ] GRAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:23.325325] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRAL.txt
[2025-12-23T20:23:23.325487] [INFO ] [sig       ] [1449/3557] Completed GRAL in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:23.325529] [INFO ] [sig       ] [1450/3557] Forecasting GRBK...
[2025-12-23T20:23:23.325559] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-23T20:23:23.325612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-23T20:23:23.336977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-23T20:23:23.337290] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-23T20:23:23.338078] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-23T20:23:23.338130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:23.338163] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:23.338189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:23.338244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:23.395562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:23.396612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:23.396694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:23.396727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:23.521177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:23.521335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:23.521392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:23.521424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:23.525143] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-23T20:23:23.525421] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-23T20:23:23.525551] [INFO ] [sig       ] GRBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:23.672747] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRBK.txt
[2025-12-23T20:23:23.672890] [INFO ] [sig       ] [1450/3557] Completed GRBK in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:23.672930] [INFO ] [sig       ] [1451/3557] Forecasting GRC...
[2025-12-23T20:23:23.672959] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-23T20:23:23.672988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-23T20:23:23.688102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-23T20:23:23.688507] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-23T20:23:23.689495] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-23T20:23:23.689558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:23.689645] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:23.689679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:23.689755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:23.753503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:23.754358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:23.754438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:23.754471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:23.876854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:23.877014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:23.877055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:23.877083] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:23.880512] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-12-23T20:23:23.880804] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-23T20:23:23.880933] [INFO ] [sig       ] GRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:24.023440] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GRC.txt
[2025-12-23T20:23:24.023616] [INFO ] [sig       ] [1451/3557] Completed GRC in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:24.023661] [INFO ] [sig       ] [1452/3557] Forecasting GREE...
[2025-12-23T20:23:24.023694] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-23T20:23:24.023725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-23T20:23:24.035198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-23T20:23:24.035509] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-23T20:23:24.036286] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-23T20:23:24.036338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:24.036369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:24.036395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:24.036450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:24.095459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:24.096265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:24.096359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:24.096392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:24.215081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:24.215239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:24.215281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:24.215310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:24.218838] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-23T20:23:24.219132] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-23T20:23:24.219283] [INFO ] [sig       ] GREE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:24.367611] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GREE.txt
[2025-12-23T20:23:24.367782] [INFO ] [sig       ] [1452/3557] Completed GREE in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:24.367821] [INFO ] [sig       ] [1453/3557] Forecasting GRFS...
[2025-12-23T20:23:24.367851] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-23T20:23:24.367879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-23T20:23:24.380905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-23T20:23:24.381513] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-23T20:23:24.382653] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-23T20:23:24.382721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:24.382763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:24.382793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:24.382849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:24.450828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:24.451711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:24.451794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:24.451828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:24.575350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:24.575514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:24.575555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:24.575604] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:24.579108] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-23T20:23:24.579453] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-23T20:23:24.579611] [INFO ] [sig       ] GRFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:24.725069] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRFS.txt
[2025-12-23T20:23:24.725239] [INFO ] [sig       ] [1453/3557] Completed GRFS in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-23T20:23:24.725279] [INFO ] [sig       ] [1454/3557] Forecasting GRID...
[2025-12-23T20:23:24.725310] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-23T20:23:24.725340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-23T20:23:24.738267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-23T20:23:24.738660] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-23T20:23:24.739694] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-23T20:23:24.739757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:24.739814] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:24.739850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:24.739914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:24.801894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:24.802793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:24.802886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:24.802919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:24.929100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:24.929295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:24.929336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:24.929403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:24.933022] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-12-23T20:23:24.933339] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-23T20:23:24.933481] [INFO ] [sig       ] GRID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:25.095169] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRID.txt
[2025-12-23T20:23:25.095335] [INFO ] [sig       ] [1454/3557] Completed GRID in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:25.095378] [INFO ] [sig       ] [1455/3557] Forecasting GRMN...
[2025-12-23T20:23:25.095409] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-23T20:23:25.095440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-23T20:23:25.107876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-23T20:23:25.108237] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-23T20:23:25.109042] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-23T20:23:25.109096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:25.109128] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:25.109155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:25.109226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:25.170238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:25.171122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:25.171204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:25.171239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:25.297786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:25.297938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:25.297980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:25.298009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:25.302055] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-23T20:23:25.302341] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-23T20:23:25.302473] [INFO ] [sig       ] GRMN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:25.453277] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRMN.txt
[2025-12-23T20:23:25.453439] [INFO ] [sig       ] [1455/3557] Completed GRMN in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:25.453480] [INFO ] [sig       ] [1456/3557] Forecasting GRND...
[2025-12-23T20:23:25.453511] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-23T20:23:25.453540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-23T20:23:25.466936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-23T20:23:25.467351] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-23T20:23:25.468189] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-23T20:23:25.468245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:25.468277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:25.468303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:25.468359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:25.528681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:25.529631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:25.529744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:25.529796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:25.654973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:25.655139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:25.655181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:25.655212] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:25.658854] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-23T20:23:25.659230] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-23T20:23:25.659385] [INFO ] [sig       ] GRND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:25.808112] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRND.txt
[2025-12-23T20:23:25.808275] [INFO ] [sig       ] [1456/3557] Completed GRND in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:25.808316] [INFO ] [sig       ] [1457/3557] Forecasting GRPN...
[2025-12-23T20:23:25.808347] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-23T20:23:25.808377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-23T20:23:25.820356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-23T20:23:25.820768] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-23T20:23:25.821559] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-23T20:23:25.821631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:25.821663] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:25.821690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:25.821745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:25.877911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:25.878773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:25.878867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:25.878899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:25.999289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:25.999449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:25.999490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:25.999519] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:26.002956] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-23T20:23:26.003265] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-23T20:23:26.003400] [INFO ] [sig       ] GRPN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:26.145253] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GRPN.txt
[2025-12-23T20:23:26.145410] [INFO ] [sig       ] [1457/3557] Completed GRPN in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:26.145449] [INFO ] [sig       ] [1458/3557] Forecasting GRVY...
[2025-12-23T20:23:26.145485] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-23T20:23:26.145517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-23T20:23:26.157105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-23T20:23:26.157451] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-23T20:23:26.158227] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-23T20:23:26.158279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:26.158311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:26.158337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:26.158394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:26.216736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:26.217613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:26.217697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:26.217730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:26.331128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:26.331286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:26.331327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:26.331355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:26.334751] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-23T20:23:26.335056] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-23T20:23:26.335193] [INFO ] [sig       ] GRVY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:26.480487] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRVY.txt
[2025-12-23T20:23:26.480671] [INFO ] [sig       ] [1458/3557] Completed GRVY in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:26.480714] [INFO ] [sig       ] [1459/3557] Forecasting GRWG...
[2025-12-23T20:23:26.480744] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-23T20:23:26.480774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-23T20:23:26.493761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-23T20:23:26.494133] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-23T20:23:26.494934] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-23T20:23:26.494988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:26.495027] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:26.495055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:26.495110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:26.553820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:26.554689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:26.554770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:26.554802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:26.675977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:26.676142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:26.676184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:26.676212] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:26.680110] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-12-23T20:23:26.680407] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-23T20:23:26.680537] [INFO ] [sig       ] GRWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:26.825119] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRWG.txt
[2025-12-23T20:23:26.825263] [INFO ] [sig       ] [1459/3557] Completed GRWG in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-23T20:23:26.825301] [INFO ] [sig       ] [1460/3557] Forecasting GRX...
[2025-12-23T20:23:26.825330] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-23T20:23:26.825361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-23T20:23:26.836262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-23T20:23:26.836590] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-23T20:23:26.837399] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-23T20:23:26.837452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:26.837484] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:26.837510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:26.837565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:26.894297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:26.895385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:26.895478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:26.895512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:27.008973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:27.009128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:27.009168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:27.009223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:27.012884] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-23T20:23:27.013161] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-23T20:23:27.013288] [INFO ] [sig       ] GRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:27.157126] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GRX.txt
[2025-12-23T20:23:27.157288] [INFO ] [sig       ] [1460/3557] Completed GRX in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:27.157328] [INFO ] [sig       ] [1461/3557] Forecasting GS...
[2025-12-23T20:23:27.157358] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-23T20:23:27.157386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-23T20:23:27.170239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-23T20:23:27.170516] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-23T20:23:27.171438] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-23T20:23:27.171490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:27.171520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:27.171547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:27.171620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:27.230881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:27.231771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:27.231892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:27.231926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:27.362201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:27.362358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:27.362399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:27.362447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:27.366560] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-12-23T20:23:27.366890] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-23T20:23:27.367030] [INFO ] [sig       ] GS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:27.516529] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GS.txt
[2025-12-23T20:23:27.516708] [INFO ] [sig       ] [1461/3557] Completed GS in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:27.516749] [INFO ] [sig       ] [1462/3557] Forecasting GSBC...
[2025-12-23T20:23:27.516779] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-23T20:23:27.516810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-23T20:23:27.528906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-23T20:23:27.529286] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-23T20:23:27.530351] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-23T20:23:27.530406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:27.530437] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:27.530463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:27.530520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:27.589799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:27.590642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:27.590736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:27.590775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:27.711198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:27.711330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:27.711371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:27.711407] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:27.714734] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-23T20:23:27.715002] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-23T20:23:27.715125] [INFO ] [sig       ] GSBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:27.886984] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GSBC.txt
[2025-12-23T20:23:27.887155] [INFO ] [sig       ] [1462/3557] Completed GSBC in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:27.887196] [INFO ] [sig       ] [1463/3557] Forecasting GSBD...
[2025-12-23T20:23:27.887227] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-23T20:23:27.887257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-23T20:23:27.898973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-23T20:23:27.899431] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-23T20:23:27.900260] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-23T20:23:27.900315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:27.900347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:27.900374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:27.900432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:27.959059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:27.959986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:27.960072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:27.960123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:28.080301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:28.080459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:28.080500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:28.080528] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:28.083872] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-23T20:23:28.084159] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-23T20:23:28.084288] [INFO ] [sig       ] GSBD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:28.223117] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GSBD.txt
[2025-12-23T20:23:28.223274] [INFO ] [sig       ] [1463/3557] Completed GSBD in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:28.223314] [INFO ] [sig       ] [1464/3557] Forecasting GSHD...
[2025-12-23T20:23:28.223342] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-23T20:23:28.223371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-23T20:23:28.234814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-23T20:23:28.235138] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-23T20:23:28.235916] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-23T20:23:28.235967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:28.235999] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:28.236032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:28.236102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:28.293885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:28.294765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:28.294849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:28.294882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:28.413736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:28.413896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:28.413937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:28.413965] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:28.417269] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-23T20:23:28.417542] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-23T20:23:28.417686] [INFO ] [sig       ] GSHD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:28.564702] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GSHD.txt
[2025-12-23T20:23:28.564889] [INFO ] [sig       ] [1464/3557] Completed GSHD in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:28.564930] [INFO ] [sig       ] [1465/3557] Forecasting GSK...
[2025-12-23T20:23:28.564958] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-23T20:23:28.564990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-23T20:23:28.576838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-23T20:23:28.577249] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-23T20:23:28.578065] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-23T20:23:28.578119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:28.578151] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:28.578177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:28.578247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:28.635456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:28.636339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:28.636423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:28.636455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:28.759874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:28.760046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:28.760087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:28.760115] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:28.763640] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-23T20:23:28.763975] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-23T20:23:28.764117] [INFO ] [sig       ] GSK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:28.904861] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GSK.txt
[2025-12-23T20:23:28.905000] [INFO ] [sig       ] [1465/3557] Completed GSK in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:28.905039] [INFO ] [sig       ] [1466/3557] Forecasting GSL...
[2025-12-23T20:23:28.905067] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-23T20:23:28.905098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-23T20:23:28.916715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-23T20:23:28.916997] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-23T20:23:28.917796] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-23T20:23:28.917851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:28.917881] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:28.917908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:28.917963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:28.976270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:28.977109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:28.977184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:28.977216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:29.097803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:29.097950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:29.097989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:29.098016] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:29.101296] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-23T20:23:29.101559] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-23T20:23:29.101708] [INFO ] [sig       ] GSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:29.241030] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GSL.txt
[2025-12-23T20:23:29.241160] [INFO ] [sig       ] [1466/3557] Completed GSL in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:29.241199] [INFO ] [sig       ] [1467/3557] Forecasting GSM...
[2025-12-23T20:23:29.241228] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-23T20:23:29.241257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-23T20:23:29.252817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-23T20:23:29.253107] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-23T20:23:29.253900] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-23T20:23:29.253964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:29.253998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:29.254024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:29.254083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:29.313565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:29.314426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:29.314505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:29.314538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:29.432314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:29.432458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:29.432498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:29.432528] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:29.436054] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-23T20:23:29.436319] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-23T20:23:29.436438] [INFO ] [sig       ] GSM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:29.578836] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GSM.txt
[2025-12-23T20:23:29.579002] [INFO ] [sig       ] [1467/3557] Completed GSM in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:29.579042] [INFO ] [sig       ] [1468/3557] Forecasting GTES...
[2025-12-23T20:23:29.579069] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-23T20:23:29.579098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-23T20:23:29.590659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-23T20:23:29.591032] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-23T20:23:29.591872] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-23T20:23:29.591927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:29.591990] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:29.592018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:29.592076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:29.650484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:29.651344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:29.651426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:29.651458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:29.772677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:29.772864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:29.772914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:29.772950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:29.777362] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-23T20:23:29.777722] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-23T20:23:29.777875] [INFO ] [sig       ] GTES: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:29.927630] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GTES.txt
[2025-12-23T20:23:29.927790] [INFO ] [sig       ] [1468/3557] Completed GTES in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:29.927831] [INFO ] [sig       ] [1469/3557] Forecasting GTLB...
[2025-12-23T20:23:29.927861] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-23T20:23:29.927892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-23T20:23:29.940454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-23T20:23:29.940923] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-23T20:23:29.941872] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-23T20:23:29.941945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:29.941977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:29.942004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:29.942066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:30.002422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:30.003308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:30.003393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:30.003426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:30.125480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:30.125661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:30.125706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:30.125735] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:30.129236] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-12-23T20:23:30.129569] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-23T20:23:30.129730] [INFO ] [sig       ] GTLB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:30.271841] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GTLB.txt
[2025-12-23T20:23:30.272005] [INFO ] [sig       ] [1469/3557] Completed GTLB in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:30.272045] [INFO ] [sig       ] [1470/3557] Forecasting GTLS...
[2025-12-23T20:23:30.272073] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-23T20:23:30.272103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-23T20:23:30.284662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-23T20:23:30.285005] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-23T20:23:30.285855] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-23T20:23:30.285925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:30.285968] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:30.286002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:30.286061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:30.347677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:30.348528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:30.348631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:30.348665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:30.476464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:30.476645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:30.476686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:30.476714] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:30.480174] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-23T20:23:30.480508] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-23T20:23:30.480669] [INFO ] [sig       ] GTLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:30.622263] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GTLS.txt
[2025-12-23T20:23:30.622428] [INFO ] [sig       ] [1470/3557] Completed GTLS in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:30.622468] [INFO ] [sig       ] [1471/3557] Forecasting GTN...
[2025-12-23T20:23:30.622497] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-23T20:23:30.622527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-23T20:23:30.634218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-23T20:23:30.634599] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-23T20:23:30.635381] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-23T20:23:30.635434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:30.635467] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:30.635494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:30.635551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:30.694567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:30.695396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:30.695477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:30.695509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:30.822597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:30.822845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:30.822891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:30.822958] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:30.826486] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-12-23T20:23:30.826780] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-23T20:23:30.826928] [INFO ] [sig       ] GTN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:30.963768] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GTN.txt
[2025-12-23T20:23:30.963916] [INFO ] [sig       ] [1471/3557] Completed GTN in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-23T20:23:30.963965] [INFO ] [sig       ] [1472/3557] Forecasting GTX...
[2025-12-23T20:23:30.963999] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-23T20:23:30.964030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-23T20:23:30.975627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-23T20:23:30.975927] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-23T20:23:30.976722] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-23T20:23:30.976775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:30.976811] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:30.976840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:30.976898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:31.032279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:31.032895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:31.032971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:31.033002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:31.149394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:31.149543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:31.149597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:31.149627] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:31.153424] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-23T20:23:31.153743] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-23T20:23:31.153931] [INFO ] [sig       ] GTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:31.294210] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GTX.txt
[2025-12-23T20:23:31.294323] [INFO ] [sig       ] [1472/3557] Completed GTX in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-23T20:23:31.294360] [INFO ] [sig       ] [1473/3557] Forecasting GTY...
[2025-12-23T20:23:31.294388] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-23T20:23:31.294415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-23T20:23:31.305548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-23T20:23:31.305843] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-23T20:23:31.306617] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-23T20:23:31.306678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:31.306709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:31.306735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:31.306791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:31.362470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:31.363266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:31.363342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:31.363374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:31.483417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:31.483540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:31.483596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:31.483627] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:31.486888] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-12-23T20:23:31.487351] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-23T20:23:31.487473] [INFO ] [sig       ] GTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:31.627274] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GTY.txt
[2025-12-23T20:23:31.627395] [INFO ] [sig       ] [1473/3557] Completed GTY in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-23T20:23:31.627433] [INFO ] [sig       ] [1474/3557] Forecasting GUG...
[2025-12-23T20:23:31.627462] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-23T20:23:31.627491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-23T20:23:31.638758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-23T20:23:31.639064] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-23T20:23:31.640320] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-23T20:23:31.640372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:31.640405] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:31.640433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:31.640490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:31.714906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:31.715740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:31.715822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:31.715869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:31.831133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:31.831311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:31.831354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:31.831381] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:31.834781] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-23T20:23:31.835127] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-23T20:23:31.835271] [INFO ] [sig       ] GUG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:31.978914] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GUG.txt
[2025-12-23T20:23:31.979072] [INFO ] [sig       ] [1474/3557] Completed GUG in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-23T20:23:31.979112] [INFO ] [sig       ] [1475/3557] Forecasting GVA...
[2025-12-23T20:23:31.979140] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-23T20:23:31.979170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-23T20:23:31.990715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-23T20:23:31.991008] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-23T20:23:31.991847] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-23T20:23:31.991900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:31.991932] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:31.991958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:31.992189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:32.049033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:32.049838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:32.049920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:32.049951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:32.165405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:32.165542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:32.165600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:32.165630] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:32.168868] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-23T20:23:32.169133] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-23T20:23:32.172368] [INFO ] [sig       ] GVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:32.313376] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GVA.txt
[2025-12-23T20:23:32.313547] [INFO ] [sig       ] [1475/3557] Completed GVA in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-23T20:23:32.313609] [INFO ] [sig       ] [1476/3557] Forecasting GWH...
[2025-12-23T20:23:32.313641] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-23T20:23:32.313669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-23T20:23:32.325025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-23T20:23:32.325408] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-23T20:23:32.326272] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-23T20:23:32.326327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:32.326358] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:32.326385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:32.326442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:32.382253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:32.383222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:32.383366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:32.383414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:32.506085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:32.506243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:32.506282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:32.506310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:32.509661] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-23T20:23:32.509924] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-23T20:23:32.510047] [INFO ] [sig       ] GWH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:32.649733] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/GWH.txt
[2025-12-23T20:23:32.649881] [INFO ] [sig       ] [1476/3557] Completed GWH in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-23T20:23:32.649921] [INFO ] [sig       ] [1477/3557] Forecasting GWRE...
[2025-12-23T20:23:32.649950] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-23T20:23:32.649978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-23T20:23:32.661927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-23T20:23:32.662235] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-23T20:23:32.663058] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-23T20:23:32.663112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:32.663144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:32.663172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:32.663229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:32.722868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:32.723907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:32.723992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:32.724025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:32.874145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:32.874346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:32.874416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:32.874455] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:32.878957] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-12-23T20:23:32.879316] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-23T20:23:32.879475] [INFO ] [sig       ] GWRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:33.033041] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GWRE.txt
[2025-12-23T20:23:33.033206] [INFO ] [sig       ] [1477/3557] Completed GWRE in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:33.033257] [INFO ] [sig       ] [1478/3557] Forecasting GWRS...
[2025-12-23T20:23:33.033304] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-23T20:23:33.033348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-23T20:23:33.046246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-23T20:23:33.046693] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-23T20:23:33.047544] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-23T20:23:33.047658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:33.047708] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:33.047742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:33.047824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:33.109519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:33.110593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:33.110715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:33.110750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:33.240086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:33.240242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:33.240285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:33.240314] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:33.243905] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-23T20:23:33.244264] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-23T20:23:33.244418] [INFO ] [sig       ] GWRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:33.394310] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GWRS.txt
[2025-12-23T20:23:33.394465] [INFO ] [sig       ] [1478/3557] Completed GWRS in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:33.394507] [INFO ] [sig       ] [1479/3557] Forecasting GXAI...
[2025-12-23T20:23:33.394538] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-23T20:23:33.394587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-23T20:23:33.407323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-23T20:23:33.407760] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-23T20:23:33.408661] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-23T20:23:33.408726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:33.408776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:33.408814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:33.408874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:33.471335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:33.472181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:33.472266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:33.472301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:33.596615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:33.596774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:33.596815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:33.596845] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:33.601425] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-23T20:23:33.601903] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-23T20:23:33.602089] [INFO ] [sig       ] GXAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:33.751553] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GXAI.txt
[2025-12-23T20:23:33.751735] [INFO ] [sig       ] [1479/3557] Completed GXAI in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:33.751775] [INFO ] [sig       ] [1480/3557] Forecasting GYRE...
[2025-12-23T20:23:33.751806] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-23T20:23:33.751836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-23T20:23:33.762968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-23T20:23:33.763258] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-23T20:23:33.764050] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-23T20:23:33.764102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:33.764133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:33.764160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:33.764216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:33.820843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:33.821440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:33.821515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:33.821546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:33.943168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:33.943325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:33.943366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:33.943393] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:33.947148] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-23T20:23:33.947428] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-23T20:23:33.947557] [INFO ] [sig       ] GYRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:34.087137] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/GYRE.txt
[2025-12-23T20:23:34.087266] [INFO ] [sig       ] [1480/3557] Completed GYRE in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:34.087305] [INFO ] [sig       ] [1481/3557] Forecasting H...
[2025-12-23T20:23:34.087335] [INFO ] [sig       ] Generating forecast for: H
[2025-12-23T20:23:34.087364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-23T20:23:34.098249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-23T20:23:34.098532] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-23T20:23:34.099333] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-23T20:23:34.099384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:34.099416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:34.099442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:34.099497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:34.155398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:34.155993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:34.156068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:34.156099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:34.274422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:34.274535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:34.274588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:34.274620] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:34.277764] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-23T20:23:34.278024] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-23T20:23:34.278146] [INFO ] [sig       ] H: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:34.416747] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/H.txt
[2025-12-23T20:23:34.416880] [INFO ] [sig       ] [1481/3557] Completed H in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:34.416920] [INFO ] [sig       ] [1482/3557] Forecasting HAE...
[2025-12-23T20:23:34.416980] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-23T20:23:34.417010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-23T20:23:34.428626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-23T20:23:34.428906] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-23T20:23:34.429693] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-23T20:23:34.429745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:34.429776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:34.429803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:34.429858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:34.486665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:34.487247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:34.487319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:34.487351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:34.608834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:34.608941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:34.608976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:34.609005] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:34.612203] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-23T20:23:34.612466] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-23T20:23:34.612607] [INFO ] [sig       ] HAE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:34.751856] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HAE.txt
[2025-12-23T20:23:34.751990] [INFO ] [sig       ] [1482/3557] Completed HAE in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:34.752028] [INFO ] [sig       ] [1483/3557] Forecasting HAFC...
[2025-12-23T20:23:34.752057] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-23T20:23:34.752087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-23T20:23:34.764356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-23T20:23:34.764671] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-23T20:23:34.765423] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-23T20:23:34.765475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:34.765506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:34.765532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:34.765610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:34.821826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:34.822500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:34.822591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:34.822625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:34.939978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:34.940134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:34.940174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:34.940202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:34.943504] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-23T20:23:34.943814] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-23T20:23:34.943936] [INFO ] [sig       ] HAFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:35.086869] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HAFC.txt
[2025-12-23T20:23:35.087044] [INFO ] [sig       ] [1483/3557] Completed HAFC in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:35.087085] [INFO ] [sig       ] [1484/3557] Forecasting HAIN...
[2025-12-23T20:23:35.087116] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-23T20:23:35.087145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-23T20:23:35.098824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-23T20:23:35.099220] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-23T20:23:35.100101] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-23T20:23:35.100157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:35.100190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:35.100217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:35.100274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:35.157686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:35.158559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:35.158686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:35.158722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:35.279652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:35.279813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:35.279855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:35.279885] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:35.283453] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-23T20:23:35.283790] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-23T20:23:35.283935] [INFO ] [sig       ] HAIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:35.424560] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HAIN.txt
[2025-12-23T20:23:35.424735] [INFO ] [sig       ] [1484/3557] Completed HAIN in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:35.424775] [INFO ] [sig       ] [1485/3557] Forecasting HAL...
[2025-12-23T20:23:35.424804] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-23T20:23:35.424834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-23T20:23:35.436672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-23T20:23:35.437070] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-23T20:23:35.437904] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-23T20:23:35.437958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:35.438039] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:35.438080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:35.438161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:35.497002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:35.498081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:35.498170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:35.498204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:35.622165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:35.622319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:35.622358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:35.622404] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:35.626096] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-23T20:23:35.626363] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-23T20:23:35.626492] [INFO ] [sig       ] HAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:35.769563] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HAL.txt
[2025-12-23T20:23:35.769745] [INFO ] [sig       ] [1485/3557] Completed HAL in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:35.769784] [INFO ] [sig       ] [1486/3557] Forecasting HALO...
[2025-12-23T20:23:35.769814] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-23T20:23:35.769843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-23T20:23:35.781648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-23T20:23:35.782006] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-23T20:23:35.782822] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-23T20:23:35.782874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:35.782907] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:35.782934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:35.782990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:35.842472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:35.843316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:35.843402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:35.843435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:35.970860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:35.971011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:35.971050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:35.971078] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:35.974390] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-23T20:23:35.974684] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-23T20:23:35.974811] [INFO ] [sig       ] HALO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:36.125549] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HALO.txt
[2025-12-23T20:23:36.125752] [INFO ] [sig       ] [1486/3557] Completed HALO in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:36.125797] [INFO ] [sig       ] [1487/3557] Forecasting HAS...
[2025-12-23T20:23:36.125828] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-23T20:23:36.125857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-23T20:23:36.138269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-23T20:23:36.138688] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-23T20:23:36.139561] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-23T20:23:36.139655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:36.139693] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:36.139721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:36.139777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:36.198483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:36.199411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:36.199532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:36.199603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:36.321958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:36.322120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:36.322160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:36.322188] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:36.325516] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=45.70%)
[2025-12-23T20:23:36.325809] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-23T20:23:36.325938] [INFO ] [sig       ] HAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:36.471330] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HAS.txt
[2025-12-23T20:23:36.471516] [INFO ] [sig       ] [1487/3557] Completed HAS in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:36.471559] [INFO ] [sig       ] [1488/3557] Forecasting HASI...
[2025-12-23T20:23:36.471613] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-23T20:23:36.471644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-23T20:23:36.483717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-23T20:23:36.484073] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-23T20:23:36.484903] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-23T20:23:36.484961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:36.484994] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:36.485021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:36.485080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:36.544738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:36.545569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:36.545696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:36.545730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:36.673141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:36.673295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:36.673335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:36.673396] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:36.677911] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-23T20:23:36.678210] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-23T20:23:36.678348] [INFO ] [sig       ] HASI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:36.822606] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HASI.txt
[2025-12-23T20:23:36.822763] [INFO ] [sig       ] [1488/3557] Completed HASI in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-23T20:23:36.822803] [INFO ] [sig       ] [1489/3557] Forecasting HBAN...
[2025-12-23T20:23:36.822834] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-23T20:23:36.822864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-23T20:23:36.835876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-23T20:23:36.836227] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-23T20:23:36.837112] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-23T20:23:36.837167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:36.837200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:36.837238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:36.837298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:36.898131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:36.898984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:36.899068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:36.899102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:37.021744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:37.021898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:37.021938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:37.021966] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:37.025293] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-23T20:23:37.025583] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-23T20:23:37.025716] [INFO ] [sig       ] HBAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:37.167154] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HBAN.txt
[2025-12-23T20:23:37.167278] [INFO ] [sig       ] [1489/3557] Completed HBAN in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-23T20:23:37.167317] [INFO ] [sig       ] [1490/3557] Forecasting HBANL...
[2025-12-23T20:23:37.167346] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-23T20:23:37.167375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-23T20:23:37.178362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-23T20:23:37.178667] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-23T20:23:37.179509] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-23T20:23:37.179562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:37.179628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:37.179660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:37.179718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:37.240412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:37.241306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:37.241393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:37.241426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:37.358747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:37.358899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:37.358947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:37.358983] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:37.362427] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-23T20:23:37.362724] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-23T20:23:37.362852] [INFO ] [sig       ] HBANL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:37.509831] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HBANL.txt
[2025-12-23T20:23:37.509950] [INFO ] [sig       ] [1490/3557] Completed HBANL in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-23T20:23:37.509993] [INFO ] [sig       ] [1491/3557] Forecasting HBANP...
[2025-12-23T20:23:37.510021] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-23T20:23:37.510051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-23T20:23:37.521603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-23T20:23:37.521874] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-23T20:23:37.522654] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-23T20:23:37.522706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:37.522737] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:37.522763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:37.522817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:37.577983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:37.578590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:37.578666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:37.578696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:37.692281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:37.692395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:37.692435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:37.692463] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:37.695761] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-23T20:23:37.696036] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-23T20:23:37.696162] [INFO ] [sig       ] HBANP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:37.837983] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HBANP.txt
[2025-12-23T20:23:37.838144] [INFO ] [sig       ] [1491/3557] Completed HBANP in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-23T20:23:37.838182] [INFO ] [sig       ] [1492/3557] Forecasting HBB...
[2025-12-23T20:23:37.838211] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-23T20:23:37.838242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-23T20:23:37.852117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-23T20:23:37.852551] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-23T20:23:37.853502] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-23T20:23:37.853562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:37.853621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:37.853653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:37.853728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:37.914466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:37.915310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:37.915388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:37.915420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:38.029551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:38.029698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:38.029736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:38.029765] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:38.033585] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-23T20:23:38.033859] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-23T20:23:38.033984] [INFO ] [sig       ] HBB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:38.174081] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HBB.txt
[2025-12-23T20:23:38.174199] [INFO ] [sig       ] [1492/3557] Completed HBB in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-23T20:23:38.174237] [INFO ] [sig       ] [1493/3557] Forecasting HBCP...
[2025-12-23T20:23:38.174266] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-23T20:23:38.174302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-23T20:23:38.188381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-23T20:23:38.188854] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-23T20:23:38.189987] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-23T20:23:38.190058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:38.190107] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:38.190150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:38.190243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:38.254438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:38.255150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:38.255228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:38.255259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:38.369714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:38.369869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:38.369909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:38.369936] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:38.373328] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-23T20:23:38.373629] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-23T20:23:38.373787] [INFO ] [sig       ] HBCP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:38.514336] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HBCP.txt
[2025-12-23T20:23:38.514466] [INFO ] [sig       ] [1493/3557] Completed HBCP in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-23T20:23:38.514504] [INFO ] [sig       ] [1494/3557] Forecasting HBM...
[2025-12-23T20:23:38.514533] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-23T20:23:38.514562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-23T20:23:38.525740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-23T20:23:38.526027] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-23T20:23:38.526797] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-23T20:23:38.526848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:38.526879] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:38.526906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:38.526965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:38.582738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:38.583326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:38.583400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:38.583431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:38.701884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:38.701987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:38.702023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:38.702051] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:38.705151] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-23T20:23:38.705417] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-23T20:23:38.705538] [INFO ] [sig       ] HBM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:38.847121] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HBM.txt
[2025-12-23T20:23:38.847246] [INFO ] [sig       ] [1494/3557] Completed HBM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:38.847285] [INFO ] [sig       ] [1495/3557] Forecasting HBNC...
[2025-12-23T20:23:38.847314] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-23T20:23:38.847342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-23T20:23:38.858893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-23T20:23:38.859167] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-23T20:23:38.859951] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-23T20:23:38.860003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:38.860033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:38.860062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:38.860119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:38.916232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:38.916842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:38.916969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:38.917004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:39.031338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:39.031448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:39.031484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:39.031512] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:39.034648] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-23T20:23:39.034909] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-23T20:23:39.035030] [INFO ] [sig       ] HBNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:39.171197] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HBNC.txt
[2025-12-23T20:23:39.171303] [INFO ] [sig       ] [1495/3557] Completed HBNC in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:39.171341] [INFO ] [sig       ] [1496/3557] Forecasting HCA...
[2025-12-23T20:23:39.171371] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-23T20:23:39.171400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-23T20:23:39.181957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-23T20:23:39.182235] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-23T20:23:39.183012] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-23T20:23:39.183064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:39.183096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:39.183123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:39.183179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:39.238834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:39.239451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:39.239524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:39.239556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:39.356377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:39.356476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:39.356513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:39.356556] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:39.359686] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-23T20:23:39.359946] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-23T20:23:39.360074] [INFO ] [sig       ] HCA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:39.503021] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCA.txt
[2025-12-23T20:23:39.503208] [INFO ] [sig       ] [1496/3557] Completed HCA in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:39.503250] [INFO ] [sig       ] [1497/3557] Forecasting HCC...
[2025-12-23T20:23:39.503280] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-23T20:23:39.503309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-23T20:23:39.515305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-23T20:23:39.515723] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-23T20:23:39.516506] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-23T20:23:39.516558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:39.516609] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:39.516636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:39.516692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:39.572222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:39.572906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:39.573002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:39.573040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:39.696181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:39.696281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:39.696316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:39.696344] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:39.699463] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-23T20:23:39.699742] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-23T20:23:39.699863] [INFO ] [sig       ] HCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:39.839676] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCC.txt
[2025-12-23T20:23:39.839788] [INFO ] [sig       ] [1497/3557] Completed HCC in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:39.839825] [INFO ] [sig       ] [1498/3557] Forecasting HCI...
[2025-12-23T20:23:39.839854] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-23T20:23:39.839882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-23T20:23:39.851071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-23T20:23:39.851346] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-23T20:23:39.852116] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-23T20:23:39.852167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:39.852199] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:39.852226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:39.852282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:39.908596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:39.909210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:39.909289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:39.909373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:40.025147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:40.025259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:40.025296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:40.025324] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:40.028444] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-23T20:23:40.028724] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-23T20:23:40.028846] [INFO ] [sig       ] HCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:40.168051] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCI.txt
[2025-12-23T20:23:40.168182] [INFO ] [sig       ] [1498/3557] Completed HCI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:40.168221] [INFO ] [sig       ] [1499/3557] Forecasting HCM...
[2025-12-23T20:23:40.168250] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-23T20:23:40.168302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-23T20:23:40.179362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-23T20:23:40.179683] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-23T20:23:40.180453] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-23T20:23:40.180506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:40.180540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:40.180584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:40.180645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:40.244527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:40.245187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:40.245284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:40.245320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:40.369489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:40.369666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:40.369706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:40.369736] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:40.373484] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-23T20:23:40.373775] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-23T20:23:40.373903] [INFO ] [sig       ] HCM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:40.513799] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCM.txt
[2025-12-23T20:23:40.513942] [INFO ] [sig       ] [1499/3557] Completed HCM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:40.513981] [INFO ] [sig       ] [1500/3557] Forecasting HCSG...
[2025-12-23T20:23:40.514009] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-23T20:23:40.514040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-23T20:23:40.525445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-23T20:23:40.525846] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-23T20:23:40.526658] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-23T20:23:40.526710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:40.526742] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:40.526768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:40.526836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:40.584434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:40.585347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:40.585434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:40.585469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:40.709999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:40.710152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:40.710193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:40.710223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:40.714057] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-23T20:23:40.714529] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-23T20:23:40.714671] [INFO ] [sig       ] HCSG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:40.852107] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCSG.txt
[2025-12-23T20:23:40.852239] [INFO ] [sig       ] [1500/3557] Completed HCSG in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:40.852278] [INFO ] [sig       ] [1501/3557] Forecasting HCTI...
[2025-12-23T20:23:40.852307] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-23T20:23:40.852336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-23T20:23:40.863499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-23T20:23:40.863835] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-23T20:23:40.864625] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-23T20:23:40.864677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:40.864709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:40.864734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:40.864789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:40.920749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:40.921805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:40.921886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:40.921918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:41.041117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:41.041267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:41.041312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:41.041342] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:41.044722] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-23T20:23:41.044986] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-23T20:23:41.045106] [INFO ] [sig       ] HCTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:41.190470] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HCTI.txt
[2025-12-23T20:23:41.190624] [INFO ] [sig       ] [1501/3557] Completed HCTI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:41.190665] [INFO ] [sig       ] [1502/3557] Forecasting HD...
[2025-12-23T20:23:41.190694] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-23T20:23:41.190726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-23T20:23:41.202857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-23T20:23:41.203228] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-23T20:23:41.204142] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-23T20:23:41.204208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:41.204286] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:41.204317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:41.204391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:41.264827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:41.265687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:41.265766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:41.265800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:41.388428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:41.388627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:41.388680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:41.388711] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:41.392880] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-23T20:23:41.393174] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-23T20:23:41.393507] [INFO ] [sig       ] HD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:41.536634] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HD.txt
[2025-12-23T20:23:41.536797] [INFO ] [sig       ] [1502/3557] Completed HD in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:41.536838] [INFO ] [sig       ] [1503/3557] Forecasting HDB...
[2025-12-23T20:23:41.536866] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-23T20:23:41.536897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-23T20:23:41.549339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-23T20:23:41.549737] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-23T20:23:41.550562] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-23T20:23:41.550635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:41.550668] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:41.550695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:41.550753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:41.610728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:41.611648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:41.611736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:41.611767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:41.737377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:41.737541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:41.737602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:41.737632] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:41.741122] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-12-23T20:23:41.741463] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-23T20:23:41.741618] [INFO ] [sig       ] HDB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:41.885080] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HDB.txt
[2025-12-23T20:23:41.885251] [INFO ] [sig       ] [1503/3557] Completed HDB in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:41.885291] [INFO ] [sig       ] [1504/3557] Forecasting HDSN...
[2025-12-23T20:23:41.885320] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-23T20:23:41.885350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-23T20:23:41.897250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-23T20:23:41.897632] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-23T20:23:41.898419] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-23T20:23:41.898471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:41.898503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:41.898529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:41.898602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:41.958832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:41.959751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:41.959838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:41.959870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:42.075704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:42.075856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:42.075894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:42.075924] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:42.079293] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-23T20:23:42.079596] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-23T20:23:42.079729] [INFO ] [sig       ] HDSN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:42.220189] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HDSN.txt
[2025-12-23T20:23:42.220339] [INFO ] [sig       ] [1504/3557] Completed HDSN in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:42.220380] [INFO ] [sig       ] [1505/3557] Forecasting HE...
[2025-12-23T20:23:42.220411] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-23T20:23:42.220442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-23T20:23:42.232609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-23T20:23:42.232951] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-23T20:23:42.233771] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-23T20:23:42.233825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:42.233858] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:42.233886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:42.233943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:42.292547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:42.293391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:42.293476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:42.293520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:42.416772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:42.416927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:42.416967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:42.416994] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:42.420410] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-12-23T20:23:42.420720] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-23T20:23:42.420852] [INFO ] [sig       ] HE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:42.565770] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HE.txt
[2025-12-23T20:23:42.565916] [INFO ] [sig       ] [1505/3557] Completed HE in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:42.565962] [INFO ] [sig       ] [1506/3557] Forecasting HEI...
[2025-12-23T20:23:42.565993] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-23T20:23:42.566023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-23T20:23:42.577848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-23T20:23:42.578145] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-23T20:23:42.578938] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-23T20:23:42.578989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:42.579021] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:42.579048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:42.579107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:42.637732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:42.638451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:42.638540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:42.638591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:42.767966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:42.768145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:42.768199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:42.768241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:42.773236] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-23T20:23:42.773643] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-23T20:23:42.773822] [INFO ] [sig       ] HEI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:42.922405] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HEI.txt
[2025-12-23T20:23:42.922540] [INFO ] [sig       ] [1506/3557] Completed HEI in 0.4s | 2.90 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-23T20:23:42.922599] [INFO ] [sig       ] [1507/3557] Forecasting HELE...
[2025-12-23T20:23:42.922631] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-23T20:23:42.922661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-23T20:23:42.934453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-23T20:23:42.934803] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-23T20:23:42.935585] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-23T20:23:42.935639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:42.935670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:42.935696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:42.935750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:42.991456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:42.992292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:42.992382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:42.992415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:43.115238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:43.115399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:43.115441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:43.115469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:43.118817] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-23T20:23:43.119101] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-23T20:23:43.119273] [INFO ] [sig       ] HELE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:43.264508] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HELE.txt
[2025-12-23T20:23:43.264698] [INFO ] [sig       ] [1507/3557] Completed HELE in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-23T20:23:43.264740] [INFO ] [sig       ] [1508/3557] Forecasting HEPS...
[2025-12-23T20:23:43.264770] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-23T20:23:43.264799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-23T20:23:43.276726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-23T20:23:43.277098] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-23T20:23:43.277925] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-23T20:23:43.277980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:43.278013] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:43.278042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:43.278100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:43.339989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:43.341145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:43.341244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:43.341473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:43.464282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:43.464440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:43.464479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:43.464507] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:43.467844] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-23T20:23:43.468126] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-23T20:23:43.468281] [INFO ] [sig       ] HEPS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:43.615956] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HEPS.txt
[2025-12-23T20:23:43.616116] [INFO ] [sig       ] [1508/3557] Completed HEPS in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-23T20:23:43.616155] [INFO ] [sig       ] [1509/3557] Forecasting HEQ...
[2025-12-23T20:23:43.616185] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-23T20:23:43.616215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-23T20:23:43.628347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-23T20:23:43.628683] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-23T20:23:43.629475] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-23T20:23:43.629527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:43.629559] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:43.629610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:43.629666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:43.686259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:43.686961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:43.687035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:43.687068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:43.802449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:43.802625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:43.802684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:43.802714] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:43.806783] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2025-12-23T20:23:43.807052] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-23T20:23:43.807180] [INFO ] [sig       ] HEQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:43.947743] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HEQ.txt
[2025-12-23T20:23:43.947904] [INFO ] [sig       ] [1509/3557] Completed HEQ in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-23T20:23:43.947944] [INFO ] [sig       ] [1510/3557] Forecasting HERO...
[2025-12-23T20:23:43.947975] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-23T20:23:43.948004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-23T20:23:43.959721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-23T20:23:43.960091] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-23T20:23:43.961100] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-23T20:23:43.961155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:43.961186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:43.961213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:43.961455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:44.017238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:44.018093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:44.018181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:44.018213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:44.142688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:44.142844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:44.142897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:44.142926] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:44.146408] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-23T20:23:44.146719] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-23T20:23:44.146852] [INFO ] [sig       ] HERO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:44.288903] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HERO.txt
[2025-12-23T20:23:44.289061] [INFO ] [sig       ] [1510/3557] Completed HERO in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-23T20:23:44.289100] [INFO ] [sig       ] [1511/3557] Forecasting HESM...
[2025-12-23T20:23:44.289130] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-23T20:23:44.289159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-23T20:23:44.301098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-23T20:23:44.301458] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-23T20:23:44.302244] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-23T20:23:44.302296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:44.302327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:44.302354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:44.302410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:44.358473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:44.359409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:44.359498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:44.359531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:44.485297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:44.485662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:44.485704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:44.485731] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:44.489309] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-23T20:23:44.489611] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-23T20:23:44.489746] [INFO ] [sig       ] HESM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:44.628440] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HESM.txt
[2025-12-23T20:23:44.628606] [INFO ] [sig       ] [1511/3557] Completed HESM in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:44.628648] [INFO ] [sig       ] [1512/3557] Forecasting HFFG...
[2025-12-23T20:23:44.628678] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-23T20:23:44.628707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-23T20:23:44.640754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-23T20:23:44.641041] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-23T20:23:44.642032] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-23T20:23:44.642084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:44.642116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:44.642144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:44.642201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:44.701459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:44.702259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:44.702384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:44.702418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:44.823293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:44.823677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:44.823735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:44.823784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:44.827973] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-23T20:23:44.828312] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-23T20:23:44.828474] [INFO ] [sig       ] HFFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:44.980360] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HFFG.txt
[2025-12-23T20:23:44.980524] [INFO ] [sig       ] [1512/3557] Completed HFFG in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:44.980566] [INFO ] [sig       ] [1513/3557] Forecasting HFRO...
[2025-12-23T20:23:44.980617] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-23T20:23:44.980648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-23T20:23:44.993002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-23T20:23:44.993321] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-23T20:23:44.994140] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-23T20:23:44.994202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:44.994249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:44.994277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:44.994335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:45.054309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:45.055105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:45.055187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:45.055221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:45.183232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:45.183401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:45.183449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:45.183484] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:45.187067] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2025-12-23T20:23:45.187354] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-23T20:23:45.187487] [INFO ] [sig       ] HFRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:45.338251] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HFRO.txt
[2025-12-23T20:23:45.338401] [INFO ] [sig       ] [1513/3557] Completed HFRO in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:45.338452] [INFO ] [sig       ] [1514/3557] Forecasting HFWA...
[2025-12-23T20:23:45.338496] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-23T20:23:45.338533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-23T20:23:45.350768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-23T20:23:45.351149] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-23T20:23:45.351946] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-23T20:23:45.351998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:45.352030] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:45.352057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:45.352112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:45.407431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:45.408170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:45.408250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:45.408281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:45.529415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:45.529599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:45.529641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:45.529670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:45.532976] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-23T20:23:45.533248] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-23T20:23:45.533373] [INFO ] [sig       ] HFWA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:45.674144] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HFWA.txt
[2025-12-23T20:23:45.674305] [INFO ] [sig       ] [1514/3557] Completed HFWA in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:45.674352] [INFO ] [sig       ] [1515/3557] Forecasting HG...
[2025-12-23T20:23:45.674382] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-23T20:23:45.674411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-23T20:23:45.687313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-23T20:23:45.687705] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-23T20:23:45.688474] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-23T20:23:45.688526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:45.688557] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:45.688602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:45.688663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:45.753721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:45.754593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:45.754697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:45.754733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:45.881695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:45.881855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:45.881894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:45.881924] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:45.885262] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-23T20:23:45.885536] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-23T20:23:45.885684] [INFO ] [sig       ] HG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:46.029374] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HG.txt
[2025-12-23T20:23:46.029788] [INFO ] [sig       ] [1515/3557] Completed HG in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:46.029831] [INFO ] [sig       ] [1516/3557] Forecasting HGBL...
[2025-12-23T20:23:46.029860] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-23T20:23:46.029888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-23T20:23:46.041979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-23T20:23:46.042290] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-23T20:23:46.043069] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-23T20:23:46.043121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:46.043151] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:46.043180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:46.043238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:46.098966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:46.099869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:46.099952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:46.099985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:46.214060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:46.214223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:46.214264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:46.214291] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:46.217797] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-23T20:23:46.218068] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-23T20:23:46.218192] [INFO ] [sig       ] HGBL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:46.360056] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HGBL.txt
[2025-12-23T20:23:46.360186] [INFO ] [sig       ] [1516/3557] Completed HGBL in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:46.360225] [INFO ] [sig       ] [1517/3557] Forecasting HGLB...
[2025-12-23T20:23:46.360260] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-23T20:23:46.360289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-23T20:23:46.371788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-23T20:23:46.372099] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-23T20:23:46.372887] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-23T20:23:46.372939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:46.372970] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:46.372997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:46.373052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:46.431995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:46.432981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:46.433110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:46.433145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:46.560923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:46.561112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:46.561181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:46.561222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:46.565093] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-23T20:23:46.565408] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-23T20:23:46.565551] [INFO ] [sig       ] HGLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:46.715998] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HGLB.txt
[2025-12-23T20:23:46.716160] [INFO ] [sig       ] [1517/3557] Completed HGLB in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:46.716210] [INFO ] [sig       ] [1518/3557] Forecasting HGTY...
[2025-12-23T20:23:46.716251] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-23T20:23:46.716306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-23T20:23:46.729248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-23T20:23:46.729614] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-23T20:23:46.730483] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-23T20:23:46.730537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:46.730596] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:46.730628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:46.730703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:46.791944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:46.792754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:46.792851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:46.792894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:46.919302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:46.919463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:46.919505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:46.919534] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:46.923008] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2025-12-23T20:23:46.923283] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-23T20:23:46.923408] [INFO ] [sig       ] HGTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:47.062769] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HGTY.txt
[2025-12-23T20:23:47.062893] [INFO ] [sig       ] [1518/3557] Completed HGTY in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:47.062931] [INFO ] [sig       ] [1519/3557] Forecasting HHH...
[2025-12-23T20:23:47.062961] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-23T20:23:47.062991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-23T20:23:47.074163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-23T20:23:47.074433] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-23T20:23:47.075215] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-23T20:23:47.075268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:47.075334] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:47.075363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:47.075419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:47.132174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:47.132870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:47.132948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:47.132979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:47.254359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:47.254529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:47.254595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:47.254630] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:47.258418] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-23T20:23:47.258736] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-23T20:23:47.258874] [INFO ] [sig       ] HHH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:47.398705] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HHH.txt
[2025-12-23T20:23:47.398835] [INFO ] [sig       ] [1519/3557] Completed HHH in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:47.398873] [INFO ] [sig       ] [1520/3557] Forecasting HI...
[2025-12-23T20:23:47.398904] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-23T20:23:47.398933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-23T20:23:47.410323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-23T20:23:47.410629] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-23T20:23:47.411387] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-23T20:23:47.411438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:47.411470] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:47.411496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:47.411552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:47.469017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:47.469958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:47.470042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:47.470075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:47.604039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:47.604200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:47.604240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:47.604287] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:47.607713] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-23T20:23:47.608008] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-23T20:23:47.608139] [INFO ] [sig       ] HI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:47.749211] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HI.txt
[2025-12-23T20:23:47.749370] [INFO ] [sig       ] [1520/3557] Completed HI in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:47.749411] [INFO ] [sig       ] [1521/3557] Forecasting HIFS...
[2025-12-23T20:23:47.749440] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-23T20:23:47.749469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-23T20:23:47.761041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-23T20:23:47.761409] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-23T20:23:47.762224] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-23T20:23:47.762278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:47.762311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:47.762339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:47.762403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:47.824209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:47.825256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:47.825532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:47.825566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:47.946794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:47.946976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:47.947016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:47.947045] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:47.950704] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-23T20:23:47.951012] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-23T20:23:47.951147] [INFO ] [sig       ] HIFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:48.097865] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HIFS.txt
[2025-12-23T20:23:48.098030] [INFO ] [sig       ] [1521/3557] Completed HIFS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:48.098071] [INFO ] [sig       ] [1522/3557] Forecasting HIG...
[2025-12-23T20:23:48.098103] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-23T20:23:48.098134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-23T20:23:48.110548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-23T20:23:48.110970] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-23T20:23:48.111802] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-23T20:23:48.111855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:48.111888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:48.111915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:48.111973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:48.172657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:48.173595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:48.173682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:48.173732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:48.295650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:48.295810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:48.295850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:48.295879] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:48.299783] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-23T20:23:48.300083] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-23T20:23:48.300215] [INFO ] [sig       ] HIG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:48.439668] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HIG.txt
[2025-12-23T20:23:48.439816] [INFO ] [sig       ] [1522/3557] Completed HIG in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:48.439855] [INFO ] [sig       ] [1523/3557] Forecasting HII...
[2025-12-23T20:23:48.439885] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-23T20:23:48.439915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-23T20:23:48.450986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-23T20:23:48.451300] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-23T20:23:48.452081] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-23T20:23:48.452134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:48.452165] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:48.452191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:48.452246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:48.508261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:48.509025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:48.509103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:48.509134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:48.633468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:48.633654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:48.633695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:48.633722] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:48.637062] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-23T20:23:48.637543] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-23T20:23:48.637693] [INFO ] [sig       ] HII: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:48.784898] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HII.txt
[2025-12-23T20:23:48.785052] [INFO ] [sig       ] [1523/3557] Completed HII in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-23T20:23:48.785094] [INFO ] [sig       ] [1524/3557] Forecasting HIMS...
[2025-12-23T20:23:48.785125] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-23T20:23:48.785155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-23T20:23:48.797708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-23T20:23:48.798019] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-23T20:23:48.798821] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-23T20:23:48.798874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:48.798906] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:48.798933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:48.799001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:48.854901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:48.855823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:48.855909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:48.855941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:48.973829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:48.973999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:48.974038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:48.974066] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:48.977502] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-23T20:23:48.977807] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-23T20:23:48.977940] [INFO ] [sig       ] HIMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:49.116608] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HIMS.txt
[2025-12-23T20:23:49.116771] [INFO ] [sig       ] [1524/3557] Completed HIMS in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-23T20:23:49.116811] [INFO ] [sig       ] [1525/3557] Forecasting HIMX...
[2025-12-23T20:23:49.116866] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-23T20:23:49.116916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-23T20:23:49.128658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-23T20:23:49.129022] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-23T20:23:49.129866] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-23T20:23:49.129920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:49.129951] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:49.129977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:49.130032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:49.187131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:49.188019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:49.188101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:49.188134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:49.310068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:49.310228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:49.310270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:49.310300] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:49.313780] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-23T20:23:49.314064] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-23T20:23:49.314192] [INFO ] [sig       ] HIMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:49.459278] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HIMX.txt
[2025-12-23T20:23:49.459440] [INFO ] [sig       ] [1525/3557] Completed HIMX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-23T20:23:49.459480] [INFO ] [sig       ] [1526/3557] Forecasting HIO...
[2025-12-23T20:23:49.459509] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-23T20:23:49.459540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-23T20:23:49.471799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-23T20:23:49.472177] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-23T20:23:49.472989] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-23T20:23:49.473056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:49.473089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:49.473115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:49.473170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:49.529866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:49.530762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:49.530845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:49.530878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:49.654266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:49.654432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:49.654479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:49.654508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:49.658132] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-23T20:23:49.658636] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-23T20:23:49.658769] [INFO ] [sig       ] HIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:49.802440] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HIO.txt
[2025-12-23T20:23:49.802604] [INFO ] [sig       ] [1526/3557] Completed HIO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-23T20:23:49.802646] [INFO ] [sig       ] [1527/3557] Forecasting HIPO...
[2025-12-23T20:23:49.802674] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-23T20:23:49.802703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-23T20:23:49.815155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-23T20:23:49.815541] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-23T20:23:49.816352] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-23T20:23:49.816406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:49.816439] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:49.816467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:49.816524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:49.872600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:49.873304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:49.873382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:49.873414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:49.991238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:49.991391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:49.991430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:49.991457] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:49.994784] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-12-23T20:23:49.995098] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-23T20:23:49.995240] [INFO ] [sig       ] HIPO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:50.157792] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HIPO.txt
[2025-12-23T20:23:50.157950] [INFO ] [sig       ] [1527/3557] Completed HIPO in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-23T20:23:50.157990] [INFO ] [sig       ] [1528/3557] Forecasting HITI...
[2025-12-23T20:23:50.158020] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-23T20:23:50.158050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-23T20:23:50.169311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-23T20:23:50.169636] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-23T20:23:50.170399] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-23T20:23:50.170450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:50.170480] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:50.170506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:50.170559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:50.225295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:50.225924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:50.226001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:50.226032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:50.343319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:50.343468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:50.343507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:50.343535] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:50.346826] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2025-12-23T20:23:50.347104] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-23T20:23:50.347228] [INFO ] [sig       ] HITI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:50.483864] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HITI.txt
[2025-12-23T20:23:50.484004] [INFO ] [sig       ] [1528/3557] Completed HITI in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-23T20:23:50.484044] [INFO ] [sig       ] [1529/3557] Forecasting HIVE...
[2025-12-23T20:23:50.484073] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-23T20:23:50.484103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-23T20:23:50.496005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-23T20:23:50.496327] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-23T20:23:50.497139] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-23T20:23:50.497193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:50.497226] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:50.497254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:50.497311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:50.557136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:50.557975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:50.558104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:50.558140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:50.673818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:50.673996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:50.674037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:50.674065] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:50.677373] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-23T20:23:50.677665] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-23T20:23:50.677789] [INFO ] [sig       ] HIVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:50.820862] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HIVE.txt
[2025-12-23T20:23:50.821010] [INFO ] [sig       ] [1529/3557] Completed HIVE in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:50.821069] [INFO ] [sig       ] [1530/3557] Forecasting HIX...
[2025-12-23T20:23:50.821103] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-23T20:23:50.821134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-23T20:23:50.833467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-23T20:23:50.833867] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-23T20:23:50.834835] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-23T20:23:50.834899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:50.834936] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:50.834963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:50.835020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:50.895258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:50.895959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:50.896038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:50.896071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:51.020528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:51.020703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:51.020744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:51.020774] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:51.024338] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-23T20:23:51.024643] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-23T20:23:51.024773] [INFO ] [sig       ] HIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:51.170451] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HIX.txt
[2025-12-23T20:23:51.170606] [INFO ] [sig       ] [1530/3557] Completed HIX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:51.170650] [INFO ] [sig       ] [1531/3557] Forecasting HL...
[2025-12-23T20:23:51.170681] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-23T20:23:51.170710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-23T20:23:51.182278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-23T20:23:51.182598] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-23T20:23:51.183402] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-23T20:23:51.183456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:51.183488] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:51.183515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:51.183590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:51.245499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:51.246246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:51.246331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:51.246363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:51.377296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:51.377490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:51.377536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:51.377566] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:51.381338] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-23T20:23:51.381693] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-23T20:23:51.381842] [INFO ] [sig       ] HL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:51.528691] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HL.txt
[2025-12-23T20:23:51.528836] [INFO ] [sig       ] [1531/3557] Completed HL in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:51.528875] [INFO ] [sig       ] [1532/3557] Forecasting HLAL...
[2025-12-23T20:23:51.528905] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-23T20:23:51.528934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-23T20:23:51.541835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-23T20:23:51.542178] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-23T20:23:51.542974] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-23T20:23:51.543036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:51.543072] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:51.543100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:51.543157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:51.604395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:51.605251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:51.605348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:51.605397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:51.731595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:51.731739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:51.731778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:51.731806] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:51.735125] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-23T20:23:51.735399] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-23T20:23:51.735522] [INFO ] [sig       ] HLAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:51.875063] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLAL.txt
[2025-12-23T20:23:51.875212] [INFO ] [sig       ] [1532/3557] Completed HLAL in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:51.875253] [INFO ] [sig       ] [1533/3557] Forecasting HLF...
[2025-12-23T20:23:51.875282] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-23T20:23:51.875311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-23T20:23:51.887838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-23T20:23:51.888277] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-23T20:23:51.889215] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-23T20:23:51.889272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:51.889306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:51.889334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:51.889397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:51.946636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:51.947556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:51.947663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:51.947698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:52.069640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:52.069814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:52.069875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:52.069905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:52.073310] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-23T20:23:52.073615] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-23T20:23:52.073744] [INFO ] [sig       ] HLF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:52.212894] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLF.txt
[2025-12-23T20:23:52.213051] [INFO ] [sig       ] [1533/3557] Completed HLF in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:52.213091] [INFO ] [sig       ] [1534/3557] Forecasting HLI...
[2025-12-23T20:23:52.213123] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-23T20:23:52.213154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-23T20:23:52.225294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-23T20:23:52.225686] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-23T20:23:52.226458] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-23T20:23:52.226722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:52.226755] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:52.226782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:52.226836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:52.283817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:52.284677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:52.284758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:52.284793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:52.403463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:52.403663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:52.403711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:52.403741] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:52.407258] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=45.87%)
[2025-12-23T20:23:52.407551] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-23T20:23:52.407704] [INFO ] [sig       ] HLI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:52.551786] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HLI.txt
[2025-12-23T20:23:52.551932] [INFO ] [sig       ] [1534/3557] Completed HLI in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:52.551972] [INFO ] [sig       ] [1535/3557] Forecasting HLIO...
[2025-12-23T20:23:52.552012] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-23T20:23:52.552042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-23T20:23:52.563229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-23T20:23:52.563536] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-23T20:23:52.564336] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-23T20:23:52.564390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:52.564423] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:52.564449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:52.564505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:52.619830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:52.620684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:52.620765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:52.620797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:52.742540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:52.742693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:52.742734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:52.742763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:52.746179] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-23T20:23:52.746463] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-23T20:23:52.746624] [INFO ] [sig       ] HLIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:52.890196] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLIO.txt
[2025-12-23T20:23:52.890348] [INFO ] [sig       ] [1535/3557] Completed HLIO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:52.890397] [INFO ] [sig       ] [1536/3557] Forecasting HLLY...
[2025-12-23T20:23:52.890428] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-23T20:23:52.890457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-23T20:23:52.901619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-23T20:23:52.901934] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-23T20:23:52.902708] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-23T20:23:52.902760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:52.902836] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:52.902865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:52.902921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:52.958590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:52.959554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:52.959658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:52.959691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:53.080760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:53.080922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:53.080963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:53.080991] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:53.084514] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-12-23T20:23:53.084866] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-23T20:23:53.085009] [INFO ] [sig       ] HLLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:53.226711] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLLY.txt
[2025-12-23T20:23:53.226846] [INFO ] [sig       ] [1536/3557] Completed HLLY in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:53.226887] [INFO ] [sig       ] [1537/3557] Forecasting HLMN...
[2025-12-23T20:23:53.226919] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-23T20:23:53.226948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-23T20:23:53.239252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-23T20:23:53.239557] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-23T20:23:53.240342] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-23T20:23:53.240396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:53.240440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:53.240468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:53.240525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:53.297544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:53.298180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:53.298257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:53.298289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:53.417428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:53.417591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:53.417633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:53.417662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:53.420992] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-23T20:23:53.421272] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-23T20:23:53.421399] [INFO ] [sig       ] HLMN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:53.559219] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HLMN.txt
[2025-12-23T20:23:53.559344] [INFO ] [sig       ] [1537/3557] Completed HLMN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:53.559388] [INFO ] [sig       ] [1538/3557] Forecasting HLN...
[2025-12-23T20:23:53.559417] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-23T20:23:53.559446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-23T20:23:53.570658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-23T20:23:53.570940] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-23T20:23:53.571794] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-23T20:23:53.571845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:53.571877] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:53.571904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:53.571961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:53.629851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:53.630595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:53.630677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:53.630711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:53.749012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:53.749167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:53.749232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:53.749262] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:53.752740] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-23T20:23:53.753024] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-23T20:23:53.753153] [INFO ] [sig       ] HLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:53.892746] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HLN.txt
[2025-12-23T20:23:53.892874] [INFO ] [sig       ] [1538/3557] Completed HLN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:53.892913] [INFO ] [sig       ] [1539/3557] Forecasting HLNE...
[2025-12-23T20:23:53.892943] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-23T20:23:53.892972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-23T20:23:53.904709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-23T20:23:53.905007] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-23T20:23:53.905801] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-23T20:23:53.905852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:53.905883] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:53.905909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:53.905964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:53.962875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:53.963544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:53.963641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:53.963675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:54.077323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:54.077475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:54.077516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:54.077595] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:54.080969] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-23T20:23:54.081249] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-23T20:23:54.081378] [INFO ] [sig       ] HLNE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:54.222510] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLNE.txt
[2025-12-23T20:23:54.222668] [INFO ] [sig       ] [1539/3557] Completed HLNE in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:54.222712] [INFO ] [sig       ] [1540/3557] Forecasting HLX...
[2025-12-23T20:23:54.222742] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-23T20:23:54.222772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-23T20:23:54.234316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-23T20:23:54.234646] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-23T20:23:54.235418] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-23T20:23:54.235472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:54.235504] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:54.235532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:54.235610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:54.295188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:54.295925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:54.296005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:54.296039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:54.414306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:54.414455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:54.414495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:54.414527] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:54.418197] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-23T20:23:54.418467] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-23T20:23:54.418608] [INFO ] [sig       ] HLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:54.555850] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HLX.txt
[2025-12-23T20:23:54.555976] [INFO ] [sig       ] [1540/3557] Completed HLX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:54.556021] [INFO ] [sig       ] [1541/3557] Forecasting HMC...
[2025-12-23T20:23:54.556051] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-23T20:23:54.556080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-23T20:23:54.567161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-23T20:23:54.567446] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-23T20:23:54.568214] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-23T20:23:54.568265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:54.568296] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:54.568323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:54.568388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:54.625656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:54.626318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:54.626395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:54.626427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:54.750193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:54.750388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:54.750432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:54.750464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:54.754266] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-23T20:23:54.754562] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-23T20:23:54.754713] [INFO ] [sig       ] HMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:54.894895] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HMC.txt
[2025-12-23T20:23:54.895028] [INFO ] [sig       ] [1541/3557] Completed HMC in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-23T20:23:54.895072] [INFO ] [sig       ] [1542/3557] Forecasting HMN...
[2025-12-23T20:23:54.895117] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-23T20:23:54.895153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-23T20:23:54.906559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-23T20:23:54.906863] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-23T20:23:54.907669] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-23T20:23:54.907723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:54.907756] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:54.907784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:54.907841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:54.969130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:54.970072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:54.970158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:54.970192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:55.090222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:55.090376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:55.090417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:55.090446] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:55.093808] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-23T20:23:55.094096] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-23T20:23:55.094226] [INFO ] [sig       ] HMN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:55.234101] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HMN.txt
[2025-12-23T20:23:55.234228] [INFO ] [sig       ] [1542/3557] Completed HMN in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-23T20:23:55.234269] [INFO ] [sig       ] [1543/3557] Forecasting HMY...
[2025-12-23T20:23:55.234299] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-23T20:23:55.234329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-23T20:23:55.245630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-23T20:23:55.245929] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-23T20:23:55.246719] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-23T20:23:55.246771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:55.246805] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:55.246833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:55.246890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:55.306178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:55.307090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:55.307173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:55.307206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:55.433932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:55.434236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:55.434292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:55.434337] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:55.437932] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-23T20:23:55.438242] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-23T20:23:55.438384] [INFO ] [sig       ] HMY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:55.580169] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HMY.txt
[2025-12-23T20:23:55.580331] [INFO ] [sig       ] [1543/3557] Completed HMY in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-23T20:23:55.580373] [INFO ] [sig       ] [1544/3557] Forecasting HNDL...
[2025-12-23T20:23:55.580405] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-23T20:23:55.580434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-23T20:23:55.592130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-23T20:23:55.592519] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-23T20:23:55.593356] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-23T20:23:55.593415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:55.593447] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:55.593473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:55.593528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:55.650732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:55.651606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:55.651691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:55.651725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:55.767433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:55.767603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:55.767646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:55.767692] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:55.771086] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-23T20:23:55.771365] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-23T20:23:55.771491] [INFO ] [sig       ] HNDL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:55.912166] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HNDL.txt
[2025-12-23T20:23:55.912291] [INFO ] [sig       ] [1544/3557] Completed HNDL in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-23T20:23:55.912332] [INFO ] [sig       ] [1545/3557] Forecasting HNI...
[2025-12-23T20:23:55.912361] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-23T20:23:55.912390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-23T20:23:55.923209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-23T20:23:55.923482] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-23T20:23:55.924250] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-23T20:23:55.924301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:55.924332] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:55.924359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:55.924419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:55.980869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:55.981546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:55.981641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:55.981676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:56.102833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:56.102981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:56.103021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:56.103048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:56.106331] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-23T20:23:56.106628] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-23T20:23:56.106751] [INFO ] [sig       ] HNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:56.247280] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HNI.txt
[2025-12-23T20:23:56.247401] [INFO ] [sig       ] [1545/3557] Completed HNI in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-23T20:23:56.247446] [INFO ] [sig       ] [1546/3557] Forecasting HNRG...
[2025-12-23T20:23:56.247476] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-23T20:23:56.247505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-23T20:23:56.259092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-23T20:23:56.259427] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-23T20:23:56.260205] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-23T20:23:56.260257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:56.260287] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:56.260315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:56.260370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:56.318914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:56.319651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:56.319753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:56.319801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:56.450828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:56.450978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:56.451019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:56.451049] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:56.454430] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-23T20:23:56.454731] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-23T20:23:56.454860] [INFO ] [sig       ] HNRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:56.594069] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HNRG.txt
[2025-12-23T20:23:56.594186] [INFO ] [sig       ] [1546/3557] Completed HNRG in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:56.594225] [INFO ] [sig       ] [1547/3557] Forecasting HOG...
[2025-12-23T20:23:56.594254] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-23T20:23:56.594284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-23T20:23:56.605713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-23T20:23:56.605990] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-23T20:23:56.606756] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-23T20:23:56.606809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:56.606841] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:56.606867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:56.606922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:56.663317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:56.663998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:56.664075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:56.664109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:56.785385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:56.785540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:56.785607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:56.785641] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:56.789013] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-23T20:23:56.789316] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-23T20:23:56.789444] [INFO ] [sig       ] HOG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:56.931900] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HOG.txt
[2025-12-23T20:23:56.932055] [INFO ] [sig       ] [1547/3557] Completed HOG in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:56.932094] [INFO ] [sig       ] [1548/3557] Forecasting HOLO...
[2025-12-23T20:23:56.932124] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-23T20:23:56.932153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-23T20:23:56.943799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-23T20:23:56.944234] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-23T20:23:56.945340] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-23T20:23:56.945409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:56.945459] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:56.945523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:56.945632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:57.005662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:57.006458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:57.006536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:57.006569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:57.123496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:57.123648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:57.123688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:57.123716] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:57.126953] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-23T20:23:57.127221] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-23T20:23:57.127342] [INFO ] [sig       ] HOLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:57.264908] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HOLO.txt
[2025-12-23T20:23:57.265030] [INFO ] [sig       ] [1548/3557] Completed HOLO in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:57.265070] [INFO ] [sig       ] [1549/3557] Forecasting HOLX...
[2025-12-23T20:23:57.265102] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-23T20:23:57.265132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-23T20:23:57.276364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-23T20:23:57.276695] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-23T20:23:57.277462] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-23T20:23:57.277516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:57.277549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:57.277597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:57.277657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:57.333769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:57.334402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:57.334480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:57.334512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:57.458786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:57.458933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:57.458971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:57.459000] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:57.462361] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-23T20:23:57.462661] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-23T20:23:57.462788] [INFO ] [sig       ] HOLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:57.600387] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HOLX.txt
[2025-12-23T20:23:57.600532] [INFO ] [sig       ] [1549/3557] Completed HOLX in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:57.600587] [INFO ] [sig       ] [1550/3557] Forecasting HOMB...
[2025-12-23T20:23:57.600620] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-23T20:23:57.600650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-23T20:23:57.611438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-23T20:23:57.611758] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-23T20:23:57.612521] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-23T20:23:57.612590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:57.612624] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:57.612651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:57.612707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:57.669354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:57.670033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:57.670109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:57.670141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:57.789299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:57.789454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:57.789495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:57.789524] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:57.792986] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-23T20:23:57.793267] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-23T20:23:57.793395] [INFO ] [sig       ] HOMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:57.933730] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HOMB.txt
[2025-12-23T20:23:57.933863] [INFO ] [sig       ] [1550/3557] Completed HOMB in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:57.933901] [INFO ] [sig       ] [1551/3557] Forecasting HON...
[2025-12-23T20:23:57.933932] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-23T20:23:57.933962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-23T20:23:57.949719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-23T20:23:57.950209] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-23T20:23:57.951328] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-23T20:23:57.951394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:57.951434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:57.951469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:57.951546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:58.024439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:58.025323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:58.025407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:58.025439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:58.147221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:58.147376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:58.147415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:58.147445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:58.151143] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-23T20:23:58.151419] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-23T20:23:58.151546] [INFO ] [sig       ] HON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:58.292723] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HON.txt
[2025-12-23T20:23:58.292880] [INFO ] [sig       ] [1551/3557] Completed HON in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:58.292921] [INFO ] [sig       ] [1552/3557] Forecasting HOOD...
[2025-12-23T20:23:58.292950] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-23T20:23:58.292985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-23T20:23:58.305275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-23T20:23:58.305637] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-23T20:23:58.306413] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-23T20:23:58.306467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:58.306501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:58.306529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:58.306611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:58.363220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:58.364032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:58.364114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:58.364147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:58.486901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:58.487060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:58.487101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:58.487130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:58.490680] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=41.86%)
[2025-12-23T20:23:58.490955] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-23T20:23:58.491079] [INFO ] [sig       ] HOOD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:58.629050] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HOOD.txt
[2025-12-23T20:23:58.629192] [INFO ] [sig       ] [1552/3557] Completed HOOD in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:58.629234] [INFO ] [sig       ] [1553/3557] Forecasting HOPE...
[2025-12-23T20:23:58.629262] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-23T20:23:58.629291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-23T20:23:58.641204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-23T20:23:58.641565] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-23T20:23:58.642420] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-23T20:23:58.642479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:58.642541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:58.642586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:58.642662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:58.699980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:58.700693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:58.700771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:58.700803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:58.810958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:58.811106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:58.811144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:58.811172] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:58.814851] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-23T20:23:58.815121] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-23T20:23:58.815242] [INFO ] [sig       ] HOPE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:58.952418] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HOPE.txt
[2025-12-23T20:23:58.952550] [INFO ] [sig       ] [1553/3557] Completed HOPE in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:58.952608] [INFO ] [sig       ] [1554/3557] Forecasting HOTH...
[2025-12-23T20:23:58.952639] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-23T20:23:58.952667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-23T20:23:58.965941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-23T20:23:58.966390] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-23T20:23:58.967250] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-23T20:23:58.967306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:58.967339] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:58.967367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:58.967424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:59.025650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:59.026512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:59.026615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:59.026651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:59.149559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:59.149748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:59.149790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:59.149820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:59.153585] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-12-23T20:23:59.153882] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-23T20:23:59.154013] [INFO ] [sig       ] HOTH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:59.295779] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HOTH.txt
[2025-12-23T20:23:59.295935] [INFO ] [sig       ] [1554/3557] Completed HOTH in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:59.295976] [INFO ] [sig       ] [1555/3557] Forecasting HOUS...
[2025-12-23T20:23:59.296008] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-23T20:23:59.296039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-23T20:23:59.308343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-23T20:23:59.308671] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-23T20:23:59.309457] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-23T20:23:59.309514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:59.309546] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:59.309590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:59.309649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:59.364735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:59.365369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:59.365445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:59.365477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:59.485464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:59.485637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:59.485678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:59.485705] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:59.489077] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-23T20:23:59.489392] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-23T20:23:59.489525] [INFO ] [sig       ] HOUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:23:59.628272] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HOUS.txt
[2025-12-23T20:23:59.628399] [INFO ] [sig       ] [1555/3557] Completed HOUS in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:59.628438] [INFO ] [sig       ] [1556/3557] Forecasting HP...
[2025-12-23T20:23:59.628466] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-23T20:23:59.628496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-23T20:23:59.639899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-23T20:23:59.640208] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-23T20:23:59.640999] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-23T20:23:59.641052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:59.641084] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:59.641112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:59.641169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:23:59.697486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:23:59.698092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:23:59.698166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:23:59.698196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:23:59.817486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:23:59.817670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:23:59.817717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:23:59.817785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:23:59.822056] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-23T20:23:59.822384] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-23T20:23:59.822536] [INFO ] [sig       ] HP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:23:59.970655] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HP.txt
[2025-12-23T20:23:59.970797] [INFO ] [sig       ] [1556/3557] Completed HP in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:23:59.970837] [INFO ] [sig       ] [1557/3557] Forecasting HPE...
[2025-12-23T20:23:59.970866] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-23T20:23:59.970895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-23T20:23:59.984964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-23T20:23:59.985299] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-23T20:23:59.986101] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-23T20:23:59.986154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:23:59.986187] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:23:59.986214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:23:59.986273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:00.046204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:00.047137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:00.047225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:00.047260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:00.173145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:00.173303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:00.173345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:00.173373] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:00.176842] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-23T20:24:00.177149] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-23T20:24:00.177285] [INFO ] [sig       ] HPE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:00.325221] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HPE.txt
[2025-12-23T20:24:00.325383] [INFO ] [sig       ] [1557/3557] Completed HPE in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:24:00.325443] [INFO ] [sig       ] [1558/3557] Forecasting HPF...
[2025-12-23T20:24:00.325478] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-23T20:24:00.325508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-23T20:24:00.337222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-23T20:24:00.337498] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-23T20:24:00.338287] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-23T20:24:00.338341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:00.338372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:00.338398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:00.338454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:00.396538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:00.397485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:00.397569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:00.397623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:00.515917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:00.516080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:00.516123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:00.516153] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:00.519717] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-23T20:24:00.520034] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-23T20:24:00.520175] [INFO ] [sig       ] HPF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:00.663129] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HPF.txt
[2025-12-23T20:24:00.663285] [INFO ] [sig       ] [1558/3557] Completed HPF in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:24:00.663325] [INFO ] [sig       ] [1559/3557] Forecasting HPI...
[2025-12-23T20:24:00.663355] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-23T20:24:00.663386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-23T20:24:00.674744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-23T20:24:00.675124] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-23T20:24:00.675920] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-23T20:24:00.675973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:00.676005] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:00.676031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:00.676086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:00.732149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:00.733022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:00.733104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:00.733137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:00.852515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:00.852689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:00.852731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:00.852759] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:00.856115] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-23T20:24:00.856396] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-23T20:24:00.856530] [INFO ] [sig       ] HPI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:01.002372] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HPI.txt
[2025-12-23T20:24:01.002540] [INFO ] [sig       ] [1559/3557] Completed HPI in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-23T20:24:01.002611] [INFO ] [sig       ] [1560/3557] Forecasting HPK...
[2025-12-23T20:24:01.002644] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-23T20:24:01.002673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-23T20:24:01.016182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-23T20:24:01.016588] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-23T20:24:01.017378] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-23T20:24:01.017431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:01.017463] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:01.017490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:01.017550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:01.074091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:01.074966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:01.075051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:01.075084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:01.201499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:01.201689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:01.201731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:01.201759] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:01.205306] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-23T20:24:01.205699] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-23T20:24:01.205841] [INFO ] [sig       ] HPK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:01.353763] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HPK.txt
[2025-12-23T20:24:01.353924] [INFO ] [sig       ] [1560/3557] Completed HPK in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-23T20:24:01.353965] [INFO ] [sig       ] [1561/3557] Forecasting HPP...
[2025-12-23T20:24:01.353994] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-23T20:24:01.354023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-23T20:24:01.366531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-23T20:24:01.366951] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-23T20:24:01.367738] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-23T20:24:01.367805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:01.367837] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:01.367863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:01.367918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:01.427121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:01.428143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:01.428250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:01.428284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:01.550242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:01.550405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:01.550446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:01.550474] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:01.553927] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-23T20:24:01.554240] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-23T20:24:01.555118] [INFO ] [sig       ] HPP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:01.696627] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HPP.txt
[2025-12-23T20:24:01.696775] [INFO ] [sig       ] [1561/3557] Completed HPP in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-23T20:24:01.696817] [INFO ] [sig       ] [1562/3557] Forecasting HPQ...
[2025-12-23T20:24:01.696846] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-23T20:24:01.696875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-23T20:24:01.707719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-23T20:24:01.708052] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-23T20:24:01.709044] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-23T20:24:01.709097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:01.709128] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:01.709154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:01.709231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:01.768823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:01.769779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:01.769864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:01.769899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:01.906247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:01.906433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:01.906480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:01.906510] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:01.910117] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-23T20:24:01.910441] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-23T20:24:01.910600] [INFO ] [sig       ] HPQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:02.053546] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HPQ.txt
[2025-12-23T20:24:02.053750] [INFO ] [sig       ] [1562/3557] Completed HPQ in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-23T20:24:02.053793] [INFO ] [sig       ] [1563/3557] Forecasting HPS...
[2025-12-23T20:24:02.053824] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-23T20:24:02.053854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-23T20:24:02.066120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-23T20:24:02.066552] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-23T20:24:02.067439] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-23T20:24:02.067496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:02.067528] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:02.067556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:02.067638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:02.126693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:02.127556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:02.127700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:02.127740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:02.251240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:02.251399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:02.251439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:02.251468] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:02.254895] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-23T20:24:02.255181] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-23T20:24:02.255313] [INFO ] [sig       ] HPS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:02.394756] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HPS.txt
[2025-12-23T20:24:02.394908] [INFO ] [sig       ] [1563/3557] Completed HPS in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:02.394949] [INFO ] [sig       ] [1564/3557] Forecasting HQI...
[2025-12-23T20:24:02.394978] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-23T20:24:02.395008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-23T20:24:02.406915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-23T20:24:02.407398] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-23T20:24:02.408487] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-23T20:24:02.408553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:02.408619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:02.408659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:02.408747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:02.467878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:02.468742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:02.468824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:02.468857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:02.586026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:02.586243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:02.586297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:02.586343] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:02.590447] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-23T20:24:02.590831] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-23T20:24:02.590993] [INFO ] [sig       ] HQI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:02.736722] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HQI.txt
[2025-12-23T20:24:02.736895] [INFO ] [sig       ] [1564/3557] Completed HQI in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:02.736950] [INFO ] [sig       ] [1565/3557] Forecasting HQL...
[2025-12-23T20:24:02.736982] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-23T20:24:02.737199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-23T20:24:02.748618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-23T20:24:02.748959] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-23T20:24:02.749764] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-23T20:24:02.749815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:02.749846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:02.749872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:02.749926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:02.806908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:02.807670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:02.807750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:02.807785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:02.926544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:02.926723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:02.926763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:02.926791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:02.930175] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-23T20:24:02.930461] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-23T20:24:02.930613] [INFO ] [sig       ] HQL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:03.067748] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HQL.txt
[2025-12-23T20:24:03.067895] [INFO ] [sig       ] [1565/3557] Completed HQL in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:03.067937] [INFO ] [sig       ] [1566/3557] Forecasting HQY...
[2025-12-23T20:24:03.067965] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-23T20:24:03.067994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-23T20:24:03.079452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-23T20:24:03.079793] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-23T20:24:03.080547] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-23T20:24:03.080616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:03.080648] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:03.080676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:03.080732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:03.135765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:03.136501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:03.136602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:03.136638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:03.254252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:03.254405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:03.254443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:03.254472] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:03.257789] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-23T20:24:03.258057] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-23T20:24:03.258198] [INFO ] [sig       ] HQY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:03.396418] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HQY.txt
[2025-12-23T20:24:03.396608] [INFO ] [sig       ] [1566/3557] Completed HQY in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:03.396650] [INFO ] [sig       ] [1567/3557] Forecasting HRB...
[2025-12-23T20:24:03.396681] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-23T20:24:03.396711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-23T20:24:03.408882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-23T20:24:03.409280] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-23T20:24:03.410084] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-23T20:24:03.410136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:03.410169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:03.410197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:03.410252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:03.469569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:03.470446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:03.470526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:03.470557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:03.591008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:03.591173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:03.591214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:03.591243] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:03.594633] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-12-23T20:24:03.594930] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-23T20:24:03.595062] [INFO ] [sig       ] HRB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:03.732988] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HRB.txt
[2025-12-23T20:24:03.733145] [INFO ] [sig       ] [1567/3557] Completed HRB in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:03.733185] [INFO ] [sig       ] [1568/3557] Forecasting HRL...
[2025-12-23T20:24:03.733214] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-23T20:24:03.733245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-23T20:24:03.744615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-23T20:24:03.744932] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-23T20:24:03.745712] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-23T20:24:03.745764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:03.745795] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:03.745821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:03.745876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:03.801430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:03.802288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:03.802367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:03.802399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:03.919964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:03.920125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:03.920165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:03.920209] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:03.923524] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-23T20:24:03.923821] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-23T20:24:03.923951] [INFO ] [sig       ] HRL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:04.063701] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HRL.txt
[2025-12-23T20:24:04.063851] [INFO ] [sig       ] [1568/3557] Completed HRL in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:04.063892] [INFO ] [sig       ] [1569/3557] Forecasting HRMY...
[2025-12-23T20:24:04.063921] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-23T20:24:04.063951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-23T20:24:04.075247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-23T20:24:04.075531] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-23T20:24:04.076402] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-23T20:24:04.076458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:04.076491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:04.076518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:04.076600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:04.134724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:04.135432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:04.135510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:04.135542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:04.253551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:04.253722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:04.253761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:04.253789] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:04.257086] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-23T20:24:04.257352] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-23T20:24:04.257478] [INFO ] [sig       ] HRMY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:04.396688] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HRMY.txt
[2025-12-23T20:24:04.396823] [INFO ] [sig       ] [1569/3557] Completed HRMY in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:04.396863] [INFO ] [sig       ] [1570/3557] Forecasting HRTG...
[2025-12-23T20:24:04.396893] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-23T20:24:04.396921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-23T20:24:04.409273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-23T20:24:04.409624] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-23T20:24:04.410392] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-23T20:24:04.410445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:04.410505] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:04.410534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:04.410617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:04.468432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:04.469267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:04.469349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:04.469399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:04.588948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:04.589099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:04.589139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:04.589168] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:04.592766] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-23T20:24:04.593050] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-23T20:24:04.593182] [INFO ] [sig       ] HRTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:04.734106] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HRTG.txt
[2025-12-23T20:24:04.734238] [INFO ] [sig       ] [1570/3557] Completed HRTG in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:04.734277] [INFO ] [sig       ] [1571/3557] Forecasting HRTX...
[2025-12-23T20:24:04.734306] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-23T20:24:04.734335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-23T20:24:04.746010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-23T20:24:04.746307] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-23T20:24:04.747073] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-23T20:24:04.747125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:04.747156] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:04.747183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:04.747239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:04.804368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:04.805113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:04.805191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:04.805223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:04.926738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:04.926896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:04.926936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:04.926967] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:04.930493] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-12-23T20:24:04.930797] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-23T20:24:04.930925] [INFO ] [sig       ] HRTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:05.127659] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HRTX.txt
[2025-12-23T20:24:05.127802] [INFO ] [sig       ] [1571/3557] Completed HRTX in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:05.127842] [INFO ] [sig       ] [1572/3557] Forecasting HRZN...
[2025-12-23T20:24:05.127872] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-23T20:24:05.127901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-23T20:24:05.142494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-23T20:24:05.143083] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-23T20:24:05.144235] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-23T20:24:05.144300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:05.144342] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:05.144394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:05.144472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:05.207197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:05.208123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:05.208208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:05.208242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:05.345480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:05.345655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:05.345697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:05.345725] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:05.349070] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-23T20:24:05.349352] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-23T20:24:05.349479] [INFO ] [sig       ] HRZN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:05.487189] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HRZN.txt
[2025-12-23T20:24:05.487320] [INFO ] [sig       ] [1572/3557] Completed HRZN in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:05.487358] [INFO ] [sig       ] [1573/3557] Forecasting HSAI...
[2025-12-23T20:24:05.487389] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-23T20:24:05.487419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-23T20:24:05.499241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-23T20:24:05.499558] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-23T20:24:05.500324] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-23T20:24:05.500376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:05.500407] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:05.500434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:05.500489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:05.555817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:05.556479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:05.556558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:05.556609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:05.676358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:05.676513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:05.676554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:05.676635] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:05.680070] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-23T20:24:05.680342] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-23T20:24:05.680471] [INFO ] [sig       ] HSAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:05.826834] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HSAI.txt
[2025-12-23T20:24:05.826997] [INFO ] [sig       ] [1573/3557] Completed HSAI in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:05.827040] [INFO ] [sig       ] [1574/3557] Forecasting HSBC...
[2025-12-23T20:24:05.827068] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-23T20:24:05.827098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-23T20:24:05.839384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-23T20:24:05.839739] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-23T20:24:05.840558] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-23T20:24:05.840634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:05.840669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:05.840700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:05.840757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:05.899910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:05.900722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:05.900800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:05.900832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:06.022994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:06.023154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:06.023194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:06.023222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:06.026982] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-23T20:24:06.027260] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-23T20:24:06.027386] [INFO ] [sig       ] HSBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:06.168475] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HSBC.txt
[2025-12-23T20:24:06.168636] [INFO ] [sig       ] [1574/3557] Completed HSBC in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:06.168680] [INFO ] [sig       ] [1575/3557] Forecasting HSCS...
[2025-12-23T20:24:06.168710] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-23T20:24:06.168739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-23T20:24:06.180262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-23T20:24:06.180592] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-23T20:24:06.181356] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-23T20:24:06.181409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:06.181440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:06.181467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:06.181523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:06.240181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:06.241035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:06.241119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:06.241152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:06.355224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:06.355399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:06.355442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:06.355474] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:06.359257] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-12-23T20:24:06.359618] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-23T20:24:06.359770] [INFO ] [sig       ] HSCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:06.507183] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HSCS.txt
[2025-12-23T20:24:06.507321] [INFO ] [sig       ] [1575/3557] Completed HSCS in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:06.507363] [INFO ] [sig       ] [1576/3557] Forecasting HSHP...
[2025-12-23T20:24:06.507393] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-23T20:24:06.507457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-23T20:24:06.523236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-23T20:24:06.523793] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-23T20:24:06.524965] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-23T20:24:06.525037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:06.525082] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:06.525122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:06.525207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:06.585245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:06.586180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:06.586268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:06.586302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:06.710766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:06.710925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:06.710965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:06.710993] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:06.714344] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-12-23T20:24:06.714731] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-23T20:24:06.714884] [INFO ] [sig       ] HSHP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:06.858296] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HSHP.txt
[2025-12-23T20:24:06.858462] [INFO ] [sig       ] [1576/3557] Completed HSHP in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-23T20:24:06.858503] [INFO ] [sig       ] [1577/3557] Forecasting HSIC...
[2025-12-23T20:24:06.858532] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-23T20:24:06.858562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-23T20:24:06.870340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-23T20:24:06.870738] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-23T20:24:06.871513] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-23T20:24:06.871566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:06.871618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:06.871645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:06.871701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:06.942753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:06.943834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:06.943925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:06.943959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:07.066709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:07.066887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:07.066926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:07.066955] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:07.070443] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-23T20:24:07.070756] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-23T20:24:07.070912] [INFO ] [sig       ] HSIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:07.215148] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HSIC.txt
[2025-12-23T20:24:07.215391] [INFO ] [sig       ] [1577/3557] Completed HSIC in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-23T20:24:07.215453] [INFO ] [sig       ] [1578/3557] Forecasting HSTM...
[2025-12-23T20:24:07.215490] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-23T20:24:07.215522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-23T20:24:07.228375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-23T20:24:07.228750] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-23T20:24:07.229559] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-23T20:24:07.229631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:07.229662] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:07.229689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:07.229745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:07.293905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:07.294811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:07.294894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:07.294928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:07.413124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:07.413298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:07.413339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:07.413370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:07.417300] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-23T20:24:07.417719] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-23T20:24:07.418071] [INFO ] [sig       ] HSTM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:07.565037] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HSTM.txt
[2025-12-23T20:24:07.565206] [INFO ] [sig       ] [1578/3557] Completed HSTM in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-23T20:24:07.565249] [INFO ] [sig       ] [1579/3557] Forecasting HSY...
[2025-12-23T20:24:07.565278] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-23T20:24:07.565308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-23T20:24:07.579324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-23T20:24:07.579779] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-23T20:24:07.580605] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-23T20:24:07.580660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:07.580694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:07.580721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:07.580779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:07.640344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:07.641258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:07.641342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:07.641376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:07.762633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:07.762799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:07.762838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:07.762884] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:07.766552] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-23T20:24:07.767006] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-23T20:24:07.767161] [INFO ] [sig       ] HSY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:07.907937] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HSY.txt
[2025-12-23T20:24:07.908103] [INFO ] [sig       ] [1579/3557] Completed HSY in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-23T20:24:07.908146] [INFO ] [sig       ] [1580/3557] Forecasting HTBK...
[2025-12-23T20:24:07.908176] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-23T20:24:07.908205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-23T20:24:07.920233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-23T20:24:07.920596] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-23T20:24:07.921545] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-23T20:24:07.921624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:07.921657] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:07.921689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:07.921744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:07.978282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:07.979140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:07.979308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:07.979343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:08.101281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:08.101441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:08.101481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:08.101509] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:08.104936] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=66.02%)
[2025-12-23T20:24:08.105304] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-23T20:24:08.105438] [INFO ] [sig       ] HTBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:08.254611] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HTBK.txt
[2025-12-23T20:24:08.254749] [INFO ] [sig       ] [1580/3557] Completed HTBK in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:08.254790] [INFO ] [sig       ] [1581/3557] Forecasting HTD...
[2025-12-23T20:24:08.254819] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-23T20:24:08.254848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-23T20:24:08.266093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-23T20:24:08.266389] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-23T20:24:08.267176] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-23T20:24:08.267228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:08.267260] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:08.267287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:08.267344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:08.324812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:08.325721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:08.325799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:08.325833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:08.444631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:08.444781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:08.444821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:08.444850] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:08.448154] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-23T20:24:08.448421] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-23T20:24:08.448545] [INFO ] [sig       ] HTD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:08.590414] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HTD.txt
[2025-12-23T20:24:08.590610] [INFO ] [sig       ] [1581/3557] Completed HTD in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:08.590654] [INFO ] [sig       ] [1582/3557] Forecasting HTGC...
[2025-12-23T20:24:08.590683] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-23T20:24:08.590711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-23T20:24:08.603495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-23T20:24:08.603854] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-23T20:24:08.604660] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-23T20:24:08.604718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:08.604749] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:08.604774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:08.604829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:08.660595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:08.661248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:08.661337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:08.661370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:08.778037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:08.778199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:08.778239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:08.778267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:08.781769] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-23T20:24:08.782067] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-23T20:24:08.782201] [INFO ] [sig       ] HTGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:08.920718] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HTGC.txt
[2025-12-23T20:24:08.920866] [INFO ] [sig       ] [1582/3557] Completed HTGC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:08.920905] [INFO ] [sig       ] [1583/3557] Forecasting HTH...
[2025-12-23T20:24:08.920936] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-23T20:24:08.920967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-23T20:24:08.933061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-23T20:24:08.933391] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-23T20:24:08.934213] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-23T20:24:08.934267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:08.934299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:08.934326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:08.934395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:08.992315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:08.993288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:08.993410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:08.993462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:09.108854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:09.109010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:09.109059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:09.109092] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:09.112515] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=63.89%)
[2025-12-23T20:24:09.112829] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-23T20:24:09.112961] [INFO ] [sig       ] HTH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:09.251270] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HTH.txt
[2025-12-23T20:24:09.251481] [INFO ] [sig       ] [1583/3557] Completed HTH in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:09.251540] [INFO ] [sig       ] [1584/3557] Forecasting HTLD...
[2025-12-23T20:24:09.251602] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-23T20:24:09.251650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-23T20:24:09.262695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-23T20:24:09.262986] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-23T20:24:09.263785] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-23T20:24:09.263838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:09.263870] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:09.263897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:09.263973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:09.323287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:09.324077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:09.324158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:09.324192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:09.442318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:09.442475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:09.442515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:09.442544] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:09.445961] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-23T20:24:09.446239] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-23T20:24:09.446367] [INFO ] [sig       ] HTLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:09.609326] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HTLD.txt
[2025-12-23T20:24:09.609498] [INFO ] [sig       ] [1584/3557] Completed HTLD in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:09.609546] [INFO ] [sig       ] [1585/3557] Forecasting HTOO...
[2025-12-23T20:24:09.609596] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-23T20:24:09.609630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-23T20:24:09.620916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-23T20:24:09.621253] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-23T20:24:09.622127] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-23T20:24:09.622195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:09.622229] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:09.622258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:09.622317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:09.679043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:09.679834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:09.679928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:09.679961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:09.795699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:09.795854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:09.795894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:09.795922] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:09.799423] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-12-23T20:24:09.799727] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-23T20:24:09.799872] [INFO ] [sig       ] HTOO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:09.945355] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HTOO.txt
[2025-12-23T20:24:09.945514] [INFO ] [sig       ] [1585/3557] Completed HTOO in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:09.945555] [INFO ] [sig       ] [1586/3557] Forecasting HTZ...
[2025-12-23T20:24:09.945607] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-23T20:24:09.945640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-23T20:24:09.957374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-23T20:24:09.957732] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-23T20:24:09.958502] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-23T20:24:09.958557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:09.958614] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:09.958644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:09.958703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:10.015834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:10.016728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:10.016809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:10.016841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:10.139470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:10.139646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:10.139687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:10.139716] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:10.143036] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-23T20:24:10.143324] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-23T20:24:10.143452] [INFO ] [sig       ] HTZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:10.282108] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HTZ.txt
[2025-12-23T20:24:10.282246] [INFO ] [sig       ] [1586/3557] Completed HTZ in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:10.282286] [INFO ] [sig       ] [1587/3557] Forecasting HUBB...
[2025-12-23T20:24:10.282316] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-23T20:24:10.282346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-23T20:24:10.293523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-23T20:24:10.293868] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-23T20:24:10.294642] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-23T20:24:10.294695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:10.294764] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:10.294792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:10.294848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:10.352606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:10.353404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:10.353483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:10.353515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:10.469746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:10.469899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:10.469939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:10.469967] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:10.473254] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-23T20:24:10.473527] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-23T20:24:10.473668] [INFO ] [sig       ] HUBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:10.610715] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HUBB.txt
[2025-12-23T20:24:10.610844] [INFO ] [sig       ] [1587/3557] Completed HUBB in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:10.610883] [INFO ] [sig       ] [1588/3557] Forecasting HUBG...
[2025-12-23T20:24:10.610911] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-23T20:24:10.610941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-23T20:24:10.622860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-23T20:24:10.623223] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-23T20:24:10.624075] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-23T20:24:10.624128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:10.624159] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:10.624185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:10.624240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:10.680163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:10.680945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:10.681026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:10.681058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:10.798098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:10.798349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:10.798392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:10.798421] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:10.801774] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-23T20:24:10.802048] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-23T20:24:10.802171] [INFO ] [sig       ] HUBG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:10.960837] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HUBG.txt
[2025-12-23T20:24:10.961001] [INFO ] [sig       ] [1588/3557] Completed HUBG in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:10.961043] [INFO ] [sig       ] [1589/3557] Forecasting HUBS...
[2025-12-23T20:24:10.961072] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-23T20:24:10.961101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-23T20:24:10.972959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-23T20:24:10.973297] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-23T20:24:10.974083] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-23T20:24:10.974136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:10.974167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:10.974193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:10.974248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:11.030000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:11.030936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:11.031024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:11.031057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:11.153551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:11.153716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:11.153755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:11.153783] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:11.157103] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=79.91%)
[2025-12-23T20:24:11.157371] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-23T20:24:11.157493] [INFO ] [sig       ] HUBS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:11.299652] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HUBS.txt
[2025-12-23T20:24:11.299805] [INFO ] [sig       ] [1589/3557] Completed HUBS in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:11.299853] [INFO ] [sig       ] [1590/3557] Forecasting HUM...
[2025-12-23T20:24:11.299884] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-23T20:24:11.299915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-23T20:24:11.310967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-23T20:24:11.311272] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-23T20:24:11.312047] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-23T20:24:11.312100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:11.312132] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:11.312158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:11.312213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:11.368922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:11.369824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:11.369939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:11.369975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:11.490711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:11.490860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:11.490900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:11.490959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:11.494430] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=77.31%)
[2025-12-23T20:24:11.494754] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-23T20:24:11.494886] [INFO ] [sig       ] HUM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:11.659099] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HUM.txt
[2025-12-23T20:24:11.659513] [INFO ] [sig       ] [1590/3557] Completed HUM in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:11.659560] [INFO ] [sig       ] [1591/3557] Forecasting HUMA...
[2025-12-23T20:24:11.659610] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-23T20:24:11.659641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-23T20:24:11.671873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-23T20:24:11.672194] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-23T20:24:11.673059] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-23T20:24:11.673113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:11.673144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:11.673171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:11.673227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:11.732415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:11.733298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:11.733381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:11.733413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:11.856994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:11.857160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:11.857200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:11.857228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:11.860799] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-12-23T20:24:11.861331] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-23T20:24:11.861471] [INFO ] [sig       ] HUMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:12.007002] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HUMA.txt
[2025-12-23T20:24:12.007190] [INFO ] [sig       ] [1591/3557] Completed HUMA in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:12.007237] [INFO ] [sig       ] [1592/3557] Forecasting HUN...
[2025-12-23T20:24:12.007269] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-23T20:24:12.007300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-23T20:24:12.020432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-23T20:24:12.020772] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-23T20:24:12.021755] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-23T20:24:12.021807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:12.021838] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:12.021864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:12.021920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:12.081025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:12.081894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:12.082003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:12.082038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:12.200295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:12.200460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:12.200543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:12.200591] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:12.204044] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-23T20:24:12.204333] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-23T20:24:12.204463] [INFO ] [sig       ] HUN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:12.345006] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HUN.txt
[2025-12-23T20:24:12.345165] [INFO ] [sig       ] [1592/3557] Completed HUN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:12.345206] [INFO ] [sig       ] [1593/3557] Forecasting HURC...
[2025-12-23T20:24:12.345236] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-23T20:24:12.345267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-23T20:24:12.356193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-23T20:24:12.356524] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-23T20:24:12.357298] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-23T20:24:12.357350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:12.357381] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:12.357408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:12.357471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:12.413145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:12.413950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:12.414031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:12.414063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:12.523644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:12.523807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:12.523849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:12.523877] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:12.527268] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-23T20:24:12.527535] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-23T20:24:12.527688] [INFO ] [sig       ] HURC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:12.666024] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HURC.txt
[2025-12-23T20:24:12.666182] [INFO ] [sig       ] [1593/3557] Completed HURC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:12.666221] [INFO ] [sig       ] [1594/3557] Forecasting HURN...
[2025-12-23T20:24:12.666252] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-23T20:24:12.666281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-23T20:24:12.677665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-23T20:24:12.677959] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-23T20:24:12.678742] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-23T20:24:12.678799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:12.678831] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:12.678857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:12.678912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:12.734078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:12.734775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:12.734852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:12.734884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:12.854283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:12.854433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:12.854473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:12.854502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:12.857859] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-23T20:24:12.858130] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-23T20:24:12.858251] [INFO ] [sig       ] HURN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:12.995889] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HURN.txt
[2025-12-23T20:24:12.996018] [INFO ] [sig       ] [1594/3557] Completed HURN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-23T20:24:12.996058] [INFO ] [sig       ] [1595/3557] Forecasting HUYA...
[2025-12-23T20:24:12.996086] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-23T20:24:12.996115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-23T20:24:13.008233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-23T20:24:13.008653] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-23T20:24:13.009523] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-23T20:24:13.009599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:13.009635] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:13.009662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:13.009718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:13.068000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:13.068840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:13.068944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:13.068979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:13.195744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:13.195873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:13.195914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:13.195944] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:13.199388] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-23T20:24:13.199689] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-23T20:24:13.199819] [INFO ] [sig       ] HUYA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:13.338540] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HUYA.txt
[2025-12-23T20:24:13.338692] [INFO ] [sig       ] [1595/3557] Completed HUYA in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-23T20:24:13.338735] [INFO ] [sig       ] [1596/3557] Forecasting HWC...
[2025-12-23T20:24:13.338764] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-23T20:24:13.338793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-23T20:24:13.350253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-23T20:24:13.350597] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-23T20:24:13.351394] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-23T20:24:13.351446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:13.351490] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:13.351517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:13.351589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:13.407312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:13.408022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:13.408100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:13.408132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:13.528834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:13.528987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:13.529026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:13.529055] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:13.532440] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-23T20:24:13.532728] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-23T20:24:13.532854] [INFO ] [sig       ] HWC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:13.670686] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HWC.txt
[2025-12-23T20:24:13.670846] [INFO ] [sig       ] [1596/3557] Completed HWC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-23T20:24:13.670887] [INFO ] [sig       ] [1597/3557] Forecasting HWH...
[2025-12-23T20:24:13.671106] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-23T20:24:13.671136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-23T20:24:13.682863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-23T20:24:13.683220] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-23T20:24:13.684008] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-23T20:24:13.684061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:13.684092] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:13.684118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:13.684174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:13.740352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:13.741226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:13.741351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:13.741385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:13.862933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:13.863090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:13.863131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:13.863160] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:13.866466] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-23T20:24:13.866753] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-23T20:24:13.866899] [INFO ] [sig       ] HWH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:14.003598] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HWH.txt
[2025-12-23T20:24:14.003743] [INFO ] [sig       ] [1597/3557] Completed HWH in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:14.003784] [INFO ] [sig       ] [1598/3557] Forecasting HWKN...
[2025-12-23T20:24:14.003814] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-23T20:24:14.003844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-23T20:24:14.016277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-23T20:24:14.016690] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-23T20:24:14.017460] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-23T20:24:14.017514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:14.017545] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:14.017589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:14.017648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:14.073276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:14.074141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:14.074221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:14.074253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:14.191979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:14.192141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:14.192180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:14.192208] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:14.195672] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-23T20:24:14.195977] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-23T20:24:14.196107] [INFO ] [sig       ] HWKN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:14.338041] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HWKN.txt
[2025-12-23T20:24:14.338199] [INFO ] [sig       ] [1598/3557] Completed HWKN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:14.338240] [INFO ] [sig       ] [1599/3557] Forecasting HWM...
[2025-12-23T20:24:14.338269] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-23T20:24:14.338298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-23T20:24:14.349713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-23T20:24:14.350094] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-23T20:24:14.350868] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-23T20:24:14.350919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:14.350951] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:14.350977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:14.351032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:14.408195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:14.409205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:14.409283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:14.409315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:14.526632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:14.526786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:14.526825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:14.526854] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:14.530197] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-23T20:24:14.530469] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-23T20:24:14.530612] [INFO ] [sig       ] HWM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:14.676657] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HWM.txt
[2025-12-23T20:24:14.676835] [INFO ] [sig       ] [1599/3557] Completed HWM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:14.676888] [INFO ] [sig       ] [1600/3557] Forecasting HXL...
[2025-12-23T20:24:14.676919] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-23T20:24:14.676949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-23T20:24:14.689150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-23T20:24:14.689527] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-23T20:24:14.690329] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-23T20:24:14.690381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:14.690413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:14.690438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:14.690494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:14.747419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:14.748271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:14.748352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:14.748385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:14.875928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:14.876080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:14.876119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:14.876148] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:14.879465] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-23T20:24:14.879757] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-23T20:24:14.879882] [INFO ] [sig       ] HXL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:15.021359] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HXL.txt
[2025-12-23T20:24:15.021550] [INFO ] [sig       ] [1600/3557] Completed HXL in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:15.021609] [INFO ] [sig       ] [1601/3557] Forecasting HY...
[2025-12-23T20:24:15.021642] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-23T20:24:15.021671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-23T20:24:15.032717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-23T20:24:15.033020] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-23T20:24:15.033802] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-23T20:24:15.033854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:15.033886] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:15.033915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:15.033976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:15.091897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:15.092773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:15.092856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:15.092892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:15.214935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:15.215284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:15.215325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:15.215353] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:15.218941] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-12-23T20:24:15.219261] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-23T20:24:15.219413] [INFO ] [sig       ] HY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:15.364621] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HY.txt
[2025-12-23T20:24:15.364750] [INFO ] [sig       ] [1601/3557] Completed HY in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:15.364790] [INFO ] [sig       ] [1602/3557] Forecasting HYFM...
[2025-12-23T20:24:15.364819] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-23T20:24:15.364853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-23T20:24:15.376140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-23T20:24:15.376413] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-23T20:24:15.377183] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-23T20:24:15.377235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:15.377266] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:15.377292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:15.377348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:15.435345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:15.436042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:15.436124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:15.436155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:15.549786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:15.549935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:15.549974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:15.550003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:15.553280] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-23T20:24:15.553545] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-23T20:24:15.553685] [INFO ] [sig       ] HYFM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:15.695798] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HYFM.txt
[2025-12-23T20:24:15.695936] [INFO ] [sig       ] [1602/3557] Completed HYFM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:15.695977] [INFO ] [sig       ] [1603/3557] Forecasting HYI...
[2025-12-23T20:24:15.696192] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-23T20:24:15.696221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-23T20:24:15.709035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-23T20:24:15.709341] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-23T20:24:15.710123] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-23T20:24:15.710176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:15.710207] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:15.710234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:15.710289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:15.766729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:15.767566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:15.767685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:15.767718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:15.886743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:15.886899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:15.886938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:15.886989] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:15.890326] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-12-23T20:24:15.890610] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-23T20:24:15.890734] [INFO ] [sig       ] HYI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:16.030757] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HYI.txt
[2025-12-23T20:24:16.030902] [INFO ] [sig       ] [1603/3557] Completed HYI in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:16.030949] [INFO ] [sig       ] [1604/3557] Forecasting HYLS...
[2025-12-23T20:24:16.030986] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-23T20:24:16.031020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-23T20:24:16.043231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-23T20:24:16.043518] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-23T20:24:16.044292] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-23T20:24:16.044344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:16.044402] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:16.044430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:16.044486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:16.102020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:16.103000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:16.103082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:16.103114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:16.222201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:16.222361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:16.222400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:16.222431] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:16.225743] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-23T20:24:16.226008] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-23T20:24:16.226129] [INFO ] [sig       ] HYLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:16.366416] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HYLS.txt
[2025-12-23T20:24:16.366591] [INFO ] [sig       ] [1604/3557] Completed HYLS in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:16.366635] [INFO ] [sig       ] [1605/3557] Forecasting HYMC...
[2025-12-23T20:24:16.366666] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-23T20:24:16.366695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-23T20:24:16.378448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-23T20:24:16.378782] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-23T20:24:16.379618] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-23T20:24:16.379672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:16.379714] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:16.379743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:16.379804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:16.445250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:16.446238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:16.446343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:16.446379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:16.573506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:16.573677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:16.573722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:16.573751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:16.577222] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-23T20:24:16.577493] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-23T20:24:16.577637] [INFO ] [sig       ] HYMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:16.730868] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HYMC.txt
[2025-12-23T20:24:16.731017] [INFO ] [sig       ] [1605/3557] Completed HYMC in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:16.731058] [INFO ] [sig       ] [1606/3557] Forecasting HYXF...
[2025-12-23T20:24:16.731089] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-23T20:24:16.731120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-23T20:24:16.742876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-23T20:24:16.743242] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-23T20:24:16.744100] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-23T20:24:16.744154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:16.744188] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:16.744217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:16.744275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:16.802539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:16.803426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:16.803511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:16.803544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:16.915360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:16.915518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:16.915559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:16.915615] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:16.919069] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-23T20:24:16.919409] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-23T20:24:16.919546] [INFO ] [sig       ] HYXF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:17.067150] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/HYXF.txt
[2025-12-23T20:24:17.067307] [INFO ] [sig       ] [1606/3557] Completed HYXF in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:17.067348] [INFO ] [sig       ] [1607/3557] Forecasting HYZD...
[2025-12-23T20:24:17.067379] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-23T20:24:17.067420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-23T20:24:17.079297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-23T20:24:17.079738] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-23T20:24:17.080594] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-23T20:24:17.080649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:17.080681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:17.080721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:17.080779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:17.141740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:17.142654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:17.142751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:17.142785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:17.267970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:17.268133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:17.268171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:17.268235] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:17.271987] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-23T20:24:17.272298] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-23T20:24:17.272436] [INFO ] [sig       ] HYZD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:17.415850] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HYZD.txt
[2025-12-23T20:24:17.416003] [INFO ] [sig       ] [1607/3557] Completed HYZD in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:17.416044] [INFO ] [sig       ] [1608/3557] Forecasting HZO...
[2025-12-23T20:24:17.416074] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-23T20:24:17.416103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-23T20:24:17.428668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-23T20:24:17.429043] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-23T20:24:17.429965] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-23T20:24:17.430025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:17.430060] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:17.430098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:17.430182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:17.492233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:17.493094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:17.493187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:17.493222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:17.620966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:17.621122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:17.621161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:17.621191] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:17.624639] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-23T20:24:17.624916] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-23T20:24:17.625047] [INFO ] [sig       ] HZO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:17.774762] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/HZO.txt
[2025-12-23T20:24:17.774905] [INFO ] [sig       ] [1608/3557] Completed HZO in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:17.774946] [INFO ] [sig       ] [1609/3557] Forecasting IAC...
[2025-12-23T20:24:17.774977] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-23T20:24:17.775008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-23T20:24:17.787303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-23T20:24:17.787692] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-23T20:24:17.788556] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-23T20:24:17.788629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:17.788663] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:17.788702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:17.788784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:17.851556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:17.852476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:17.852603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:17.852644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:17.987095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:17.987258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:17.987305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:17.987342] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:17.990997] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-23T20:24:17.991320] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-23T20:24:17.991466] [INFO ] [sig       ] IAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:18.185874] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IAC.txt
[2025-12-23T20:24:18.186100] [INFO ] [sig       ] [1609/3557] Completed IAC in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:18.186151] [INFO ] [sig       ] [1610/3557] Forecasting IAE...
[2025-12-23T20:24:18.186192] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-23T20:24:18.186233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-23T20:24:18.201792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-23T20:24:18.202315] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-23T20:24:18.203623] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-23T20:24:18.203703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:18.203755] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:18.203795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:18.203878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:18.293454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:18.294716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:18.294836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:18.294892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:18.448174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:18.448376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:18.448442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:18.448495] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:18.454048] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-23T20:24:18.454622] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-23T20:24:18.454853] [INFO ] [sig       ] IAE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:18.639499] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IAE.txt
[2025-12-23T20:24:18.639801] [INFO ] [sig       ] [1610/3557] Completed IAE in 0.5s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-23T20:24:18.639867] [INFO ] [sig       ] [1611/3557] Forecasting IAG...
[2025-12-23T20:24:18.639915] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-23T20:24:18.639995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-23T20:24:18.659347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-23T20:24:18.659907] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-23T20:24:18.661197] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-23T20:24:18.661271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:18.661325] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:18.661371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:18.661458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:18.750742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:18.751746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:18.751848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:18.751884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:18.890079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:18.890254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:18.890297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:18.890327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:18.894014] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-12-23T20:24:18.894419] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-23T20:24:18.894613] [INFO ] [sig       ] IAG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:19.067596] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IAG.txt
[2025-12-23T20:24:19.067811] [INFO ] [sig       ] [1611/3557] Completed IAG in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-23T20:24:19.067872] [INFO ] [sig       ] [1612/3557] Forecasting IBB...
[2025-12-23T20:24:19.067908] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-23T20:24:19.067940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-23T20:24:19.080824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-23T20:24:19.081235] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-23T20:24:19.082140] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-23T20:24:19.082196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:19.082229] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:19.082255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:19.082312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:19.152831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:19.153778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:19.153869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:19.153902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:19.288166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:19.288352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:19.288407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:19.288438] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:19.292158] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-12-23T20:24:19.292546] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-23T20:24:19.292734] [INFO ] [sig       ] IBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:19.434129] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBB.txt
[2025-12-23T20:24:19.434295] [INFO ] [sig       ] [1612/3557] Completed IBB in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-23T20:24:19.434338] [INFO ] [sig       ] [1613/3557] Forecasting IBBQ...
[2025-12-23T20:24:19.434367] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-23T20:24:19.434396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-23T20:24:19.446618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-23T20:24:19.447004] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-23T20:24:19.447820] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-23T20:24:19.447873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:19.447905] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:19.447935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:19.447993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:19.505612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:19.506504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:19.506602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:19.506637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:19.620377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:19.620531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:19.620586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:19.620618] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:19.624156] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=32.60%)
[2025-12-23T20:24:19.624429] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-23T20:24:19.624557] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:19.769149] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBBQ.txt
[2025-12-23T20:24:19.769322] [INFO ] [sig       ] [1613/3557] Completed IBBQ in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-23T20:24:19.769363] [INFO ] [sig       ] [1614/3557] Forecasting IBCP...
[2025-12-23T20:24:19.769393] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-23T20:24:19.769422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-23T20:24:19.780228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-23T20:24:19.780535] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-23T20:24:19.781315] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-23T20:24:19.781367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:19.781399] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:19.781426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:19.781482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:19.839055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:19.839845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:19.839962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:19.840003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:19.954452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:19.954621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:19.954662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:19.954691] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:19.958538] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-23T20:24:19.958832] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-23T20:24:19.958960] [INFO ] [sig       ] IBCP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:20.102194] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBCP.txt
[2025-12-23T20:24:20.102342] [INFO ] [sig       ] [1614/3557] Completed IBCP in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-23T20:24:20.102383] [INFO ] [sig       ] [1615/3557] Forecasting IBEX...
[2025-12-23T20:24:20.102413] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-23T20:24:20.102442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-23T20:24:20.114890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-23T20:24:20.115245] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-23T20:24:20.116257] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-23T20:24:20.116311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:20.116344] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:20.116372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:20.116430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:20.172800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:20.173786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:20.173865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:20.173901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:20.298778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:20.298937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:20.298978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:20.299006] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:20.302504] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-23T20:24:20.302816] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-23T20:24:20.302946] [INFO ] [sig       ] IBEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:20.447701] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBEX.txt
[2025-12-23T20:24:20.447870] [INFO ] [sig       ] [1615/3557] Completed IBEX in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-23T20:24:20.447917] [INFO ] [sig       ] [1616/3557] Forecasting IBM...
[2025-12-23T20:24:20.447958] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-23T20:24:20.447992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-23T20:24:20.459835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-23T20:24:20.460184] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-23T20:24:20.461059] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-23T20:24:20.461126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:20.461160] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:20.461188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:20.461246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:20.517886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:20.518624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:20.518702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:20.518734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:20.643077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:20.643258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:20.643301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:20.643329] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:20.647218] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-23T20:24:20.647541] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-23T20:24:20.647888] [INFO ] [sig       ] IBM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:20.791526] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBM.txt
[2025-12-23T20:24:20.791684] [INFO ] [sig       ] [1616/3557] Completed IBM in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:20.791726] [INFO ] [sig       ] [1617/3557] Forecasting IBN...
[2025-12-23T20:24:20.791755] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-23T20:24:20.791784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-23T20:24:20.803788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-23T20:24:20.804108] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-23T20:24:20.804893] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-23T20:24:20.804944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:20.804976] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:20.805002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:20.805057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:20.862206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:20.862924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:20.863006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:20.863038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:20.984089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:20.984433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:20.984472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:20.984499] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:20.987983] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-23T20:24:20.988254] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-23T20:24:20.988375] [INFO ] [sig       ] IBN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:21.129838] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBN.txt
[2025-12-23T20:24:21.130000] [INFO ] [sig       ] [1617/3557] Completed IBN in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:21.130040] [INFO ] [sig       ] [1618/3557] Forecasting IBOC...
[2025-12-23T20:24:21.130069] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-23T20:24:21.130099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-23T20:24:21.141680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-23T20:24:21.142040] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-23T20:24:21.142879] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-23T20:24:21.142933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:21.142966] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:21.142993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:21.143051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:21.202618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:21.203404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:21.203485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:21.203519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:21.320895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:21.321048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:21.321087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:21.321114] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:21.324419] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-23T20:24:21.324711] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-23T20:24:21.324835] [INFO ] [sig       ] IBOC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:21.467912] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBOC.txt
[2025-12-23T20:24:21.468046] [INFO ] [sig       ] [1618/3557] Completed IBOC in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:21.468087] [INFO ] [sig       ] [1619/3557] Forecasting IBP...
[2025-12-23T20:24:21.468116] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-23T20:24:21.468146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-23T20:24:21.479429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-23T20:24:21.479772] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-23T20:24:21.480566] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-23T20:24:21.480637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:21.480669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:21.480697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:21.480753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:21.538502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:21.539288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:21.539368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:21.539399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:21.665352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:21.665519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:21.665562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:21.665612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:21.669384] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-23T20:24:21.669704] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-23T20:24:21.669840] [INFO ] [sig       ] IBP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:21.847743] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBP.txt
[2025-12-23T20:24:21.847917] [INFO ] [sig       ] [1619/3557] Completed IBP in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:21.847965] [INFO ] [sig       ] [1620/3557] Forecasting IBRX...
[2025-12-23T20:24:21.848002] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-23T20:24:21.848039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-23T20:24:21.862919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-23T20:24:21.863444] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-23T20:24:21.864440] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-23T20:24:21.864514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:21.864550] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:21.864598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:21.864663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:21.924952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:21.926084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:21.926205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:21.926241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:22.053739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:22.053963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:22.054007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:22.054038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:22.057911] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-23T20:24:22.058247] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-23T20:24:22.058397] [INFO ] [sig       ] IBRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:22.213091] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBRX.txt
[2025-12-23T20:24:22.213294] [INFO ] [sig       ] [1620/3557] Completed IBRX in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:22.213357] [INFO ] [sig       ] [1621/3557] Forecasting IBTG...
[2025-12-23T20:24:22.213399] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-23T20:24:22.213440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-23T20:24:22.226631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-23T20:24:22.227045] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-23T20:24:22.227861] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-23T20:24:22.227915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:22.228016] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:22.228053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:22.228110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:22.287150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:22.288158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:22.288256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:22.288289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:22.407927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:22.408095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:22.408136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:22.408164] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:22.411671] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-23T20:24:22.412110] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-23T20:24:22.412280] [INFO ] [sig       ] IBTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:22.566491] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBTG.txt
[2025-12-23T20:24:22.566669] [INFO ] [sig       ] [1621/3557] Completed IBTG in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:22.566712] [INFO ] [sig       ] [1622/3557] Forecasting IBTH...
[2025-12-23T20:24:22.566741] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-23T20:24:22.566770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-23T20:24:22.581757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-23T20:24:22.582230] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-23T20:24:22.583598] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-23T20:24:22.583660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:22.583698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:22.583730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:22.583806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:22.648666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:22.649558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:22.649663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:22.649697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:22.776747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:22.776919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:22.776968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:22.776999] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:22.781447] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-23T20:24:22.781828] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-23T20:24:22.781981] [INFO ] [sig       ] IBTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:22.935466] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBTH.txt
[2025-12-23T20:24:22.935671] [INFO ] [sig       ] [1622/3557] Completed IBTH in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:22.935723] [INFO ] [sig       ] [1623/3557] Forecasting IBTI...
[2025-12-23T20:24:22.935754] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-23T20:24:22.935783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-23T20:24:22.947002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-23T20:24:22.947350] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-23T20:24:22.948153] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-23T20:24:22.948206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:22.948239] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:22.948265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:22.948326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:23.009539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:23.010483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:23.010602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:23.010639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:23.141606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:23.141767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:23.141805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:23.141833] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:23.145772] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-23T20:24:23.146052] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-23T20:24:23.146178] [INFO ] [sig       ] IBTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:23.287969] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBTI.txt
[2025-12-23T20:24:23.288129] [INFO ] [sig       ] [1623/3557] Completed IBTI in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:23.288177] [INFO ] [sig       ] [1624/3557] Forecasting IBTJ...
[2025-12-23T20:24:23.288206] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-23T20:24:23.288236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-23T20:24:23.299703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-23T20:24:23.300047] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-23T20:24:23.300826] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-23T20:24:23.300878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:23.300910] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:23.300936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:23.300991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:23.362414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:23.363610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:23.363726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:23.363774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:23.495339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:23.495508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:23.495548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:23.495655] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:23.499257] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-23T20:24:23.499648] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-23T20:24:23.499797] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:23.647280] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBTJ.txt
[2025-12-23T20:24:23.647426] [INFO ] [sig       ] [1624/3557] Completed IBTJ in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:23.647467] [INFO ] [sig       ] [1625/3557] Forecasting IBTK...
[2025-12-23T20:24:23.647496] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-23T20:24:23.647525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-23T20:24:23.659159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-23T20:24:23.659609] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-23T20:24:23.660395] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-23T20:24:23.660448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:23.660479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:23.660504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:23.660559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:23.716872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:23.717744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:23.717826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:23.717857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:23.845098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:23.845258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:23.845312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:23.845342] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:23.848870] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-23T20:24:23.849207] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-23T20:24:23.849366] [INFO ] [sig       ] IBTK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:23.988740] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBTK.txt
[2025-12-23T20:24:23.988878] [INFO ] [sig       ] [1625/3557] Completed IBTK in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:23.988923] [INFO ] [sig       ] [1626/3557] Forecasting IBTL...
[2025-12-23T20:24:23.988955] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-23T20:24:23.988994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-23T20:24:24.004209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-23T20:24:24.004699] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-23T20:24:24.005949] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-23T20:24:24.006018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:24.006066] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:24.006108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:24.006202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:24.068792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:24.069778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:24.069896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:24.069933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:24.202677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:24.202867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:24.202924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:24.202968] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:24.208083] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-23T20:24:24.208592] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-23T20:24:24.208799] [INFO ] [sig       ] IBTL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:24.357587] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBTL.txt
[2025-12-23T20:24:24.357744] [INFO ] [sig       ] [1626/3557] Completed IBTL in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:24.357786] [INFO ] [sig       ] [1627/3557] Forecasting IBTM...
[2025-12-23T20:24:24.357814] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-23T20:24:24.357844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-23T20:24:24.369841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-23T20:24:24.370208] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-23T20:24:24.371022] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-23T20:24:24.371075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:24.371106] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:24.371131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:24.371187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:24.429040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:24.429963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:24.430048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:24.430081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:24.550738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:24.550901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:24.550958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:24.550988] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:24.554398] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-23T20:24:24.554736] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-23T20:24:24.554873] [INFO ] [sig       ] IBTM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:24.693394] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IBTM.txt
[2025-12-23T20:24:24.693535] [INFO ] [sig       ] [1627/3557] Completed IBTM in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-23T20:24:24.693593] [INFO ] [sig       ] [1628/3557] Forecasting IBTO...
[2025-12-23T20:24:24.693625] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-23T20:24:24.693654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-23T20:24:24.705137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-23T20:24:24.705468] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-23T20:24:24.706279] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-23T20:24:24.706332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:24.706364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:24.706391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:24.706447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:24.762285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:24.762932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:24.763010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:24.763041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:24.882386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:24.882532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:24.882592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:24.882625] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:24.886241] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-23T20:24:24.886520] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-23T20:24:24.886670] [INFO ] [sig       ] IBTO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:25.025872] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IBTO.txt
[2025-12-23T20:24:25.026006] [INFO ] [sig       ] [1628/3557] Completed IBTO in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-23T20:24:25.026051] [INFO ] [sig       ] [1629/3557] Forecasting ICE...
[2025-12-23T20:24:25.026082] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-23T20:24:25.026117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-23T20:24:25.038186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-23T20:24:25.038492] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-23T20:24:25.039314] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-23T20:24:25.039367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:25.039398] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:25.039424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:25.039489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:25.094950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:25.095596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:25.095686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:25.095719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:25.214834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:25.214941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:25.214976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:25.215003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:25.218285] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-23T20:24:25.218566] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-23T20:24:25.218712] [INFO ] [sig       ] ICE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:25.366144] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ICE.txt
[2025-12-23T20:24:25.366280] [INFO ] [sig       ] [1629/3557] Completed ICE in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-23T20:24:25.366320] [INFO ] [sig       ] [1630/3557] Forecasting ICFI...
[2025-12-23T20:24:25.366348] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-23T20:24:25.366377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-23T20:24:25.378068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-23T20:24:25.378362] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-23T20:24:25.379190] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-23T20:24:25.379249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:25.379281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:25.379307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:25.379368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:25.435802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:25.436449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:25.436527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:25.436558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:25.556158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:25.556275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:25.556322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:25.556353] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:25.559623] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-23T20:24:25.559896] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-23T20:24:25.560020] [INFO ] [sig       ] ICFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:25.700881] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ICFI.txt
[2025-12-23T20:24:25.700999] [INFO ] [sig       ] [1630/3557] Completed ICFI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-23T20:24:25.701038] [INFO ] [sig       ] [1631/3557] Forecasting ICL...
[2025-12-23T20:24:25.701067] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-23T20:24:25.701097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-23T20:24:25.712168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-23T20:24:25.712491] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-23T20:24:25.713279] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-23T20:24:25.713331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:25.713374] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:25.713404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:25.713462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:25.770047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:25.770657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:25.770756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:25.770789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:25.893778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:25.893925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:25.893966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:25.893995] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:25.897332] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-23T20:24:25.897621] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-23T20:24:25.897750] [INFO ] [sig       ] ICL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:26.035970] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ICL.txt
[2025-12-23T20:24:26.036114] [INFO ] [sig       ] [1631/3557] Completed ICL in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-23T20:24:26.036153] [INFO ] [sig       ] [1632/3557] Forecasting ICLN...
[2025-12-23T20:24:26.036184] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-23T20:24:26.036214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-23T20:24:26.047260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-23T20:24:26.047547] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-23T20:24:26.048328] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-23T20:24:26.048379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:26.048411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:26.048437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:26.048493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:26.107261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:26.107951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:26.108033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:26.108066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:26.227515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:26.227687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:26.227728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:26.227755] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:26.231172] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-23T20:24:26.231461] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-23T20:24:26.231623] [INFO ] [sig       ] ICLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:26.370529] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ICLN.txt
[2025-12-23T20:24:26.370675] [INFO ] [sig       ] [1632/3557] Completed ICLN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-23T20:24:26.370715] [INFO ] [sig       ] [1633/3557] Forecasting ICMB...
[2025-12-23T20:24:26.370745] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-23T20:24:26.370774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-23T20:24:26.382271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-23T20:24:26.382558] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-23T20:24:26.383349] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-23T20:24:26.383402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:26.383433] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:26.383459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:26.383514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:26.439122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:26.439831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:26.439925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:26.439956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:26.547355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:26.547510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:26.547552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:26.547598] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:26.551115] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-23T20:24:26.551381] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-23T20:24:26.551504] [INFO ] [sig       ] ICMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:26.688816] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ICMB.txt
[2025-12-23T20:24:26.688961] [INFO ] [sig       ] [1633/3557] Completed ICMB in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:26.689001] [INFO ] [sig       ] [1634/3557] Forecasting ICOP...
[2025-12-23T20:24:26.689031] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-23T20:24:26.689060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-23T20:24:26.700090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-23T20:24:26.700394] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-23T20:24:26.701191] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-23T20:24:26.701244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:26.701277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:26.701305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:26.701361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:26.758696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:26.759371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:26.759448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:26.759481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:26.871665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:26.871800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:26.871840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:26.871870] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:26.875236] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-23T20:24:26.875518] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-23T20:24:26.875662] [INFO ] [sig       ] ICOP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:27.019311] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ICOP.txt
[2025-12-23T20:24:27.019480] [INFO ] [sig       ] [1634/3557] Completed ICOP in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:27.019528] [INFO ] [sig       ] [1635/3557] Forecasting ICUI...
[2025-12-23T20:24:27.019558] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-23T20:24:27.019605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-23T20:24:27.031132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-23T20:24:27.031451] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-23T20:24:27.032273] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-23T20:24:27.032326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:27.032358] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:27.032384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:27.032439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:27.087801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:27.088476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:27.088553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:27.088601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:27.202951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:27.203082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:27.203120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:27.203151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:27.206393] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-23T20:24:27.206695] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-23T20:24:27.206818] [INFO ] [sig       ] ICUI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:27.348168] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ICUI.txt
[2025-12-23T20:24:27.348321] [INFO ] [sig       ] [1635/3557] Completed ICUI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:27.348361] [INFO ] [sig       ] [1636/3557] Forecasting IDA...
[2025-12-23T20:24:27.348390] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-23T20:24:27.348421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-23T20:24:27.360447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-23T20:24:27.360779] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-23T20:24:27.361601] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-23T20:24:27.361656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:27.361689] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:27.361718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:27.361776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:27.419027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:27.419714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:27.419794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:27.419828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:27.536500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:27.536645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:27.536684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:27.536714] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:27.539947] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-23T20:24:27.540212] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-23T20:24:27.540355] [INFO ] [sig       ] IDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:27.677769] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IDA.txt
[2025-12-23T20:24:27.677923] [INFO ] [sig       ] [1636/3557] Completed IDA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:27.677963] [INFO ] [sig       ] [1637/3557] Forecasting IDAI...
[2025-12-23T20:24:27.677994] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-23T20:24:27.678023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-23T20:24:27.692535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-23T20:24:27.692907] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-23T20:24:27.693749] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-23T20:24:27.693802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:27.693834] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:27.693861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:27.693916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:27.749685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:27.750608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:27.750694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:27.750726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:27.869735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:27.869895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:27.869936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:27.869964] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:27.873471] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-23T20:24:27.873790] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-23T20:24:27.873925] [INFO ] [sig       ] IDAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:28.016733] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IDAI.txt
[2025-12-23T20:24:28.016888] [INFO ] [sig       ] [1637/3557] Completed IDAI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:28.016929] [INFO ] [sig       ] [1638/3557] Forecasting IDCC...
[2025-12-23T20:24:28.016958] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-23T20:24:28.016987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-23T20:24:28.029346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-23T20:24:28.029739] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-23T20:24:28.030499] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-23T20:24:28.030551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:28.030628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:28.030656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:28.030711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:28.087833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:28.088711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:28.088794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:28.088826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:28.207234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:28.207392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:28.207432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:28.207477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:28.211100] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-12-23T20:24:28.211374] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-23T20:24:28.211502] [INFO ] [sig       ] IDCC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:28.349599] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IDCC.txt
[2025-12-23T20:24:28.349729] [INFO ] [sig       ] [1638/3557] Completed IDCC in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:28.349768] [INFO ] [sig       ] [1639/3557] Forecasting IDE...
[2025-12-23T20:24:28.349798] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-23T20:24:28.349828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-23T20:24:28.361312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-23T20:24:28.361619] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-23T20:24:28.362432] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-23T20:24:28.362487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:28.362521] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:28.362551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:28.362641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:28.418622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:28.419243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:28.419317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:28.419349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:28.537908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:28.538063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:28.538103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:28.538132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:28.541521] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=27.08%)
[2025-12-23T20:24:28.541813] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-23T20:24:28.541935] [INFO ] [sig       ] IDE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:28.679717] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IDE.txt
[2025-12-23T20:24:28.679865] [INFO ] [sig       ] [1639/3557] Completed IDE in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:28.679904] [INFO ] [sig       ] [1640/3557] Forecasting IDN...
[2025-12-23T20:24:28.679933] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-23T20:24:28.679961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-23T20:24:28.691683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-23T20:24:28.692015] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-23T20:24:28.692907] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-23T20:24:28.692961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:28.692993] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:28.693021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:28.693078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:28.750133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:28.750868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:28.750961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:28.750993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:28.864795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:28.864941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:28.864979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:28.865007] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:28.868259] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-23T20:24:28.868530] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-23T20:24:28.868669] [INFO ] [sig       ] IDN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:29.005271] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IDN.txt
[2025-12-23T20:24:29.005391] [INFO ] [sig       ] [1640/3557] Completed IDN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:29.005429] [INFO ] [sig       ] [1641/3557] Forecasting IDXX...
[2025-12-23T20:24:29.005457] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-23T20:24:29.005486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-23T20:24:29.019556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-23T20:24:29.020082] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-23T20:24:29.021134] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-23T20:24:29.021191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:29.021225] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:29.021251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:29.021309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:29.081122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:29.082350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:29.082469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:29.082507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:29.207737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:29.207982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:29.208029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:29.208111] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:29.212153] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-23T20:24:29.212472] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-23T20:24:29.212638] [INFO ] [sig       ] IDXX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:29.358887] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IDXX.txt
[2025-12-23T20:24:29.359102] [INFO ] [sig       ] [1641/3557] Completed IDXX in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:29.359149] [INFO ] [sig       ] [1642/3557] Forecasting IDYA...
[2025-12-23T20:24:29.359202] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-23T20:24:29.359235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-23T20:24:29.372710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-23T20:24:29.373128] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-23T20:24:29.373946] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-23T20:24:29.374001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:29.374033] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:29.374073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:29.374133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:29.429263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:29.429899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:29.429981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:29.430012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:29.546996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:29.547153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:29.547193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:29.547223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:29.550633] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-23T20:24:29.550911] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-23T20:24:29.551038] [INFO ] [sig       ] IDYA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:29.689787] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IDYA.txt
[2025-12-23T20:24:29.689933] [INFO ] [sig       ] [1642/3557] Completed IDYA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:29.689972] [INFO ] [sig       ] [1643/3557] Forecasting IEF...
[2025-12-23T20:24:29.690002] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-23T20:24:29.690031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-23T20:24:29.701140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-23T20:24:29.701503] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-23T20:24:29.702311] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-23T20:24:29.702364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:29.702396] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:29.702421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:29.702477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:29.759061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:29.759782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:29.759864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:29.759895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:29.882553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:29.882718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:29.882756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:29.882786] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:29.886163] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-23T20:24:29.886445] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-23T20:24:29.886593] [INFO ] [sig       ] IEF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:30.032740] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IEF.txt
[2025-12-23T20:24:30.032931] [INFO ] [sig       ] [1643/3557] Completed IEF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:30.032974] [INFO ] [sig       ] [1644/3557] Forecasting IEI...
[2025-12-23T20:24:30.033004] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-23T20:24:30.033034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-23T20:24:30.045991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-23T20:24:30.046359] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-23T20:24:30.047269] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-23T20:24:30.047324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:30.047357] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:30.047384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:30.047442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:30.104380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:30.105730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:30.105828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:30.105861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:30.225781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:30.225946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:30.225984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:30.226012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:30.229385] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-12-23T20:24:30.229677] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-23T20:24:30.229800] [INFO ] [sig       ] IEI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:30.366637] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IEI.txt
[2025-12-23T20:24:30.366759] [INFO ] [sig       ] [1644/3557] Completed IEI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:30.366798] [INFO ] [sig       ] [1645/3557] Forecasting IEP...
[2025-12-23T20:24:30.366827] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-23T20:24:30.366856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-23T20:24:30.378976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-23T20:24:30.379307] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-23T20:24:30.380081] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-23T20:24:30.380133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:30.380165] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:30.380191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:30.380247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:30.435815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:30.436479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:30.436555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:30.436606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:30.555081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:30.555231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:30.555270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:30.555297] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:30.558694] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-23T20:24:30.558963] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-23T20:24:30.559087] [INFO ] [sig       ] IEP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:30.695830] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IEP.txt
[2025-12-23T20:24:30.695951] [INFO ] [sig       ] [1645/3557] Completed IEP in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-23T20:24:30.695991] [INFO ] [sig       ] [1646/3557] Forecasting IESC...
[2025-12-23T20:24:30.696020] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-23T20:24:30.696055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-23T20:24:30.707042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-23T20:24:30.707358] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-23T20:24:30.708196] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-23T20:24:30.708250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:30.708281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:30.708307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:30.708365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:30.768750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:30.770016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:30.770117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:30.770152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:30.900749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:30.900989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:30.901039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:30.901070] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:30.905302] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-23T20:24:30.905661] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-23T20:24:30.905814] [INFO ] [sig       ] IESC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:31.057288] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IESC.txt
[2025-12-23T20:24:31.057480] [INFO ] [sig       ] [1646/3557] Completed IESC in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-23T20:24:31.057525] [INFO ] [sig       ] [1647/3557] Forecasting IEX...
[2025-12-23T20:24:31.057557] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-23T20:24:31.057612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-23T20:24:31.072166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-23T20:24:31.072757] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-23T20:24:31.073696] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-23T20:24:31.073759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:31.073793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:31.073820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:31.073877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:31.134586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:31.135800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:31.135940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:31.135974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:31.256741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:31.256982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:31.257028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:31.257059] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:31.261513] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-23T20:24:31.261977] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-23T20:24:31.262141] [INFO ] [sig       ] IEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:31.417048] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IEX.txt
[2025-12-23T20:24:31.417630] [INFO ] [sig       ] [1647/3557] Completed IEX in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-23T20:24:31.417691] [INFO ] [sig       ] [1648/3557] Forecasting IFF...
[2025-12-23T20:24:31.417725] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-23T20:24:31.417758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-23T20:24:31.431066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-23T20:24:31.431532] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-23T20:24:31.432502] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-23T20:24:31.432561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:31.432620] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:31.432651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:31.432711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:31.492307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:31.493436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:31.493598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:31.493635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:31.626383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:31.626682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:31.626737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:31.626768] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:31.630948] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-23T20:24:31.631298] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-23T20:24:31.631481] [INFO ] [sig       ] IFF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:31.783651] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IFF.txt
[2025-12-23T20:24:31.783907] [INFO ] [sig       ] [1648/3557] Completed IFF in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-23T20:24:31.783973] [INFO ] [sig       ] [1649/3557] Forecasting IFN...
[2025-12-23T20:24:31.784021] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-23T20:24:31.784069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-23T20:24:31.802689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-23T20:24:31.803326] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-23T20:24:31.804534] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-23T20:24:31.804628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:31.804672] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:31.804706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:31.804781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:31.864067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:31.865177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:31.865272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:31.865305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:31.999658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:31.999886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:31.999932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:31.999964] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:32.004036] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-23T20:24:32.004460] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-23T20:24:32.004666] [INFO ] [sig       ] IFN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:32.152037] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IFN.txt
[2025-12-23T20:24:32.152249] [INFO ] [sig       ] [1649/3557] Completed IFN in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-23T20:24:32.152295] [INFO ] [sig       ] [1650/3557] Forecasting IFS...
[2025-12-23T20:24:32.152326] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-23T20:24:32.152358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-23T20:24:32.168878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-23T20:24:32.169666] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-23T20:24:32.170704] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-23T20:24:32.170761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:32.170794] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:32.170819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:32.170875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:32.227729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:32.228800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:32.228902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:32.228936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:32.358514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:32.358695] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:24:32.358753] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:32.358799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:32.362692] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-23T20:24:32.362997] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-23T20:24:32.363135] [INFO ] [sig       ] IFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:32.507225] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IFS.txt
[2025-12-23T20:24:32.507365] [INFO ] [sig       ] [1650/3557] Completed IFS in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-23T20:24:32.507405] [INFO ] [sig       ] [1651/3557] Forecasting IGA...
[2025-12-23T20:24:32.507434] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-23T20:24:32.507462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-23T20:24:32.520317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-23T20:24:32.520874] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-23T20:24:32.521813] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-23T20:24:32.521868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:32.521901] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:32.521928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:32.521985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:32.590671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:32.591843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:32.591942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:32.591978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:32.730069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:32.730428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:32.730491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:32.730535] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:32.736857] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-23T20:24:32.737364] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-23T20:24:32.737612] [INFO ] [sig       ] IGA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:32.898008] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IGA.txt
[2025-12-23T20:24:32.898248] [INFO ] [sig       ] [1651/3557] Completed IGA in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:32.898298] [INFO ] [sig       ] [1652/3557] Forecasting IGD...
[2025-12-23T20:24:32.898330] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-23T20:24:32.898363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-23T20:24:32.913273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-23T20:24:32.914006] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-23T20:24:32.914937] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-23T20:24:32.914994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:32.915028] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:32.915055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:32.915115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:32.978434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:32.979628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:32.979729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:32.979766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:33.103464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:33.103709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:33.103755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:33.103785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:33.107996] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-23T20:24:33.108308] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-23T20:24:33.108677] [INFO ] [sig       ] IGD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:33.250680] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IGD.txt
[2025-12-23T20:24:33.250860] [INFO ] [sig       ] [1652/3557] Completed IGD in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:33.250906] [INFO ] [sig       ] [1653/3557] Forecasting IGF...
[2025-12-23T20:24:33.250937] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-23T20:24:33.250969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-23T20:24:33.264794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-23T20:24:33.265244] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-23T20:24:33.266177] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-23T20:24:33.266233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:33.266268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:33.266294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:33.266353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:33.323001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:33.324045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:33.324145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:33.324192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:33.451240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:33.451424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:33.451474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:33.451504] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:33.455011] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-23T20:24:33.455304] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-23T20:24:33.455443] [INFO ] [sig       ] IGF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:33.603116] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IGF.txt
[2025-12-23T20:24:33.603284] [INFO ] [sig       ] [1653/3557] Completed IGF in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:33.603325] [INFO ] [sig       ] [1654/3557] Forecasting IGI...
[2025-12-23T20:24:33.603355] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-23T20:24:33.603384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-23T20:24:33.615956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-23T20:24:33.616368] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-23T20:24:33.617193] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-23T20:24:33.617246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:33.617278] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:33.617304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:33.617360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:33.685234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:33.686208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:33.686307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:33.686340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:33.791778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:33.791952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:33.792005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:33.792036] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:33.795880] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-12-23T20:24:33.796203] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-23T20:24:33.796350] [INFO ] [sig       ] IGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:33.962462] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IGI.txt
[2025-12-23T20:24:33.962650] [INFO ] [sig       ] [1654/3557] Completed IGI in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:33.962693] [INFO ] [sig       ] [1655/3557] Forecasting IGIB...
[2025-12-23T20:24:33.962723] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-23T20:24:33.962751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-23T20:24:33.977169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-23T20:24:33.977667] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-23T20:24:33.978656] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-23T20:24:33.978721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:33.978812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:33.978843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:33.978916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:34.042216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:34.045262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:34.045514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:34.045551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:34.173516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:34.173783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:34.173830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:34.173860] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:34.178140] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-23T20:24:34.178493] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-23T20:24:34.178708] [INFO ] [sig       ] IGIB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:34.338881] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IGIB.txt
[2025-12-23T20:24:34.339140] [INFO ] [sig       ] [1655/3557] Completed IGIB in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:34.339221] [INFO ] [sig       ] [1656/3557] Forecasting IGIC...
[2025-12-23T20:24:34.339264] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-23T20:24:34.339297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-23T20:24:34.356563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-23T20:24:34.357157] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-23T20:24:34.358110] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-23T20:24:34.358165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:34.358198] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:34.358224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:34.358282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:34.416612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:34.417832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:34.417934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:34.417969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:34.538666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:34.538904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:34.538974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:34.539009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:34.543223] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-23T20:24:34.543538] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-23T20:24:34.543727] [INFO ] [sig       ] IGIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:34.689949] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IGIC.txt
[2025-12-23T20:24:34.690138] [INFO ] [sig       ] [1656/3557] Completed IGIC in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:34.690179] [INFO ] [sig       ] [1657/3557] Forecasting IGSB...
[2025-12-23T20:24:34.690210] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-23T20:24:34.690240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-23T20:24:34.703527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-23T20:24:34.703954] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-23T20:24:34.704806] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-23T20:24:34.704860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:34.704893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:34.704920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:34.704976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:34.761861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:34.762893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:34.762989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:34.763021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:34.886799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:34.887017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:34.887062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:34.887091] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:34.890871] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-12-23T20:24:34.891214] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-23T20:24:34.891384] [INFO ] [sig       ] IGSB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:35.042001] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IGSB.txt
[2025-12-23T20:24:35.042236] [INFO ] [sig       ] [1657/3557] Completed IGSB in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:35.042287] [INFO ] [sig       ] [1658/3557] Forecasting IHD...
[2025-12-23T20:24:35.042319] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-23T20:24:35.042353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-23T20:24:35.056012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-23T20:24:35.056441] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-23T20:24:35.057295] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-23T20:24:35.057351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:35.057384] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:35.057413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:35.057471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:35.115104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:35.115921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:35.116009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:35.116043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:35.232815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:35.232988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:35.233028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:35.233119] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:35.236650] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-23T20:24:35.236942] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-23T20:24:35.237075] [INFO ] [sig       ] IHD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:35.377413] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IHD.txt
[2025-12-23T20:24:35.377556] [INFO ] [sig       ] [1658/3557] Completed IHD in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:35.377620] [INFO ] [sig       ] [1659/3557] Forecasting IHG...
[2025-12-23T20:24:35.377654] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-23T20:24:35.377683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-23T20:24:35.390308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-23T20:24:35.390668] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-23T20:24:35.391475] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-23T20:24:35.391530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:35.391563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:35.391613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:35.391672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:35.450441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:35.451256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:35.451341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:35.451376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:35.571783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:35.571944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:35.571985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:35.572014] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:35.575451] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-23T20:24:35.575748] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-23T20:24:35.575878] [INFO ] [sig       ] IHG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:35.718082] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IHG.txt
[2025-12-23T20:24:35.718212] [INFO ] [sig       ] [1659/3557] Completed IHG in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:35.718250] [INFO ] [sig       ] [1660/3557] Forecasting IHS...
[2025-12-23T20:24:35.718280] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-23T20:24:35.718309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-23T20:24:35.730213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-23T20:24:35.730533] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-23T20:24:35.731358] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-23T20:24:35.731412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:35.731445] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:35.731473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:35.731531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:35.790333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:35.791078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:35.791157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:35.791191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:35.907249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:35.907376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:35.907417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:35.907446] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:35.910694] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-23T20:24:35.910966] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-23T20:24:35.911106] [INFO ] [sig       ] IHS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:36.048039] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IHS.txt
[2025-12-23T20:24:36.048156] [INFO ] [sig       ] [1660/3557] Completed IHS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:36.048195] [INFO ] [sig       ] [1661/3557] Forecasting IIF...
[2025-12-23T20:24:36.048223] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-23T20:24:36.048253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-23T20:24:36.062130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-23T20:24:36.062623] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-23T20:24:36.063515] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-23T20:24:36.063585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:36.063621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:36.063649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:36.063707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:36.123430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:36.124640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:36.124736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:36.124770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:36.241954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:36.242196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:36.242241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:36.242271] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:36.246117] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-23T20:24:36.246412] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-23T20:24:36.246541] [INFO ] [sig       ] IIF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:36.387666] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IIF.txt
[2025-12-23T20:24:36.387873] [INFO ] [sig       ] [1661/3557] Completed IIF in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:36.387920] [INFO ] [sig       ] [1662/3557] Forecasting III...
[2025-12-23T20:24:36.387950] [INFO ] [sig       ] Generating forecast for: III
[2025-12-23T20:24:36.387980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-23T20:24:36.404280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-23T20:24:36.404764] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-23T20:24:36.405562] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-23T20:24:36.405635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:36.405669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:36.405695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:36.405750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:36.462441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:36.463362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:36.463447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:36.463482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:36.578248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:36.578408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:36.578447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:36.578494] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:36.581971] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-23T20:24:36.582255] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-23T20:24:36.582382] [INFO ] [sig       ] III: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:36.721004] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/III.txt
[2025-12-23T20:24:36.721135] [INFO ] [sig       ] [1662/3557] Completed III in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-23T20:24:36.721174] [INFO ] [sig       ] [1663/3557] Forecasting IIIN...
[2025-12-23T20:24:36.721204] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-23T20:24:36.721233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-23T20:24:36.733544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-23T20:24:36.733876] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-23T20:24:36.734697] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-23T20:24:36.734751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:36.734784] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:36.734813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:36.734871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:36.791715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:36.792728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:36.792814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:36.792846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:36.912741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:36.912916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:36.912958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:36.912987] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:36.916460] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-23T20:24:36.916758] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-23T20:24:36.916884] [INFO ] [sig       ] IIIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:37.054799] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IIIN.txt
[2025-12-23T20:24:37.054946] [INFO ] [sig       ] [1663/3557] Completed IIIN in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-23T20:24:37.054987] [INFO ] [sig       ] [1664/3557] Forecasting IIM...
[2025-12-23T20:24:37.055018] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-23T20:24:37.055047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-23T20:24:37.067490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-23T20:24:37.067873] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-23T20:24:37.068668] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-23T20:24:37.068721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:37.068752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:37.068777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:37.068833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:37.124878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:37.125634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:37.125732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:37.125764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:37.244129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:37.244313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:37.244355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:37.244383] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:37.247883] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-23T20:24:37.248158] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-23T20:24:37.248280] [INFO ] [sig       ] IIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:37.384939] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IIM.txt
[2025-12-23T20:24:37.385063] [INFO ] [sig       ] [1664/3557] Completed IIM in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-23T20:24:37.385102] [INFO ] [sig       ] [1665/3557] Forecasting ILMN...
[2025-12-23T20:24:37.385131] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-23T20:24:37.385161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-23T20:24:37.399210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-23T20:24:37.399762] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-23T20:24:37.400708] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-23T20:24:37.400765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:37.400798] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:37.400825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:37.400882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:37.458648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:37.459844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:37.459995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:37.460029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:37.589661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:37.589917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:37.589979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:37.590018] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:37.593958] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-23T20:24:37.594279] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-23T20:24:37.594423] [INFO ] [sig       ] ILMN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:37.743054] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ILMN.txt
[2025-12-23T20:24:37.743262] [INFO ] [sig       ] [1665/3557] Completed ILMN in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-23T20:24:37.743311] [INFO ] [sig       ] [1666/3557] Forecasting IMAX...
[2025-12-23T20:24:37.743342] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-23T20:24:37.743374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-23T20:24:37.756681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-23T20:24:37.757210] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-23T20:24:37.758137] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-23T20:24:37.758199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:37.758244] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:37.758301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:37.758377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:37.820439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:37.822220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:37.822384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:37.822419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:37.945908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:37.946146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:37.946193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:37.946222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:37.950299] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=68.95%)
[2025-12-23T20:24:37.950637] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-23T20:24:37.950779] [INFO ] [sig       ] IMAX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:38.098132] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMAX.txt
[2025-12-23T20:24:38.098300] [INFO ] [sig       ] [1666/3557] Completed IMAX in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-23T20:24:38.098343] [INFO ] [sig       ] [1667/3557] Forecasting IMKTA...
[2025-12-23T20:24:38.098373] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-23T20:24:38.098404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-23T20:24:38.112199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-23T20:24:38.112730] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-23T20:24:38.113674] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-23T20:24:38.113736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:38.113772] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:38.113799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:38.113858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:38.174638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:38.175768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:38.175870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:38.175906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:38.295097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:38.295334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:38.295380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:38.295414] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:38.299612] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-23T20:24:38.299921] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-23T20:24:38.300062] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:38.442096] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IMKTA.txt
[2025-12-23T20:24:38.442280] [INFO ] [sig       ] [1667/3557] Completed IMKTA in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-23T20:24:38.442323] [INFO ] [sig       ] [1668/3557] Forecasting IMMP...
[2025-12-23T20:24:38.442354] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-23T20:24:38.442386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-23T20:24:38.455971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-23T20:24:38.456355] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-23T20:24:38.457274] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-23T20:24:38.457330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:38.457364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:38.457392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:38.457451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:38.517304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:38.518415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:38.518509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:38.518542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:38.641379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:38.641604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:38.641647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:38.641676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:38.645328] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-12-23T20:24:38.645676] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-23T20:24:38.645808] [INFO ] [sig       ] IMMP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:38.787114] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMMP.txt
[2025-12-23T20:24:38.787270] [INFO ] [sig       ] [1668/3557] Completed IMMP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:38.787310] [INFO ] [sig       ] [1669/3557] Forecasting IMMX...
[2025-12-23T20:24:38.787340] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-23T20:24:38.787370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-23T20:24:38.800468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-23T20:24:38.800828] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-23T20:24:38.801826] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-23T20:24:38.801878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:38.801909] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:38.801935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:38.801990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:38.865592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:38.866470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:38.866555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:38.866608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:38.985354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:38.985520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:38.985561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:38.985609] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:38.988980] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-23T20:24:38.989295] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-23T20:24:38.989429] [INFO ] [sig       ] IMMX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:39.129910] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMMX.txt
[2025-12-23T20:24:39.130081] [INFO ] [sig       ] [1669/3557] Completed IMMX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:39.130121] [INFO ] [sig       ] [1670/3557] Forecasting IMNM...
[2025-12-23T20:24:39.130160] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-23T20:24:39.130190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-23T20:24:39.143280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-23T20:24:39.143714] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-23T20:24:39.144505] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-23T20:24:39.144559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:39.144613] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:39.144642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:39.144698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:39.201553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:39.202424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:39.202511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:39.202545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:39.330210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:39.330374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:39.330417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:39.330446] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:39.333987] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-23T20:24:39.334294] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-23T20:24:39.334434] [INFO ] [sig       ] IMNM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:39.479676] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMNM.txt
[2025-12-23T20:24:39.479806] [INFO ] [sig       ] [1670/3557] Completed IMNM in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:39.479844] [INFO ] [sig       ] [1671/3557] Forecasting IMNN...
[2025-12-23T20:24:39.479874] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-23T20:24:39.479903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-23T20:24:39.492802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-23T20:24:39.493076] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-23T20:24:39.493853] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-23T20:24:39.493907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:39.493938] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:39.493965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:39.494022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:39.549848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:39.550460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:39.550534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:39.550565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:39.666826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:39.666959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:39.666997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:39.667024] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:39.670256] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-23T20:24:39.670521] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-23T20:24:39.670659] [INFO ] [sig       ] IMNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:39.812346] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMNN.txt
[2025-12-23T20:24:39.812481] [INFO ] [sig       ] [1671/3557] Completed IMNN in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:39.812522] [INFO ] [sig       ] [1672/3557] Forecasting IMOS...
[2025-12-23T20:24:39.812552] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-23T20:24:39.812619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-23T20:24:39.825884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-23T20:24:39.826363] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-23T20:24:39.827373] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-23T20:24:39.827479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:39.827524] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:39.827559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:39.827668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:39.900098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:39.900963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:39.901042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:39.901075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:40.020022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:40.020190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:40.020229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:40.020257] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:40.023729] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=51.83%)
[2025-12-23T20:24:40.024010] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-23T20:24:40.024140] [INFO ] [sig       ] IMOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:40.164084] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMOS.txt
[2025-12-23T20:24:40.164242] [INFO ] [sig       ] [1672/3557] Completed IMOS in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:40.164282] [INFO ] [sig       ] [1673/3557] Forecasting IMPP...
[2025-12-23T20:24:40.164313] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-23T20:24:40.164342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-23T20:24:40.176036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-23T20:24:40.176382] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-23T20:24:40.177166] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-23T20:24:40.177220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:40.177251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:40.177276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:40.177332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:40.238356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:40.239392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:40.239474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:40.239508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:40.357828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:40.357988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:40.358026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:40.358072] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:40.361459] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-12-23T20:24:40.361759] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-23T20:24:40.361884] [INFO ] [sig       ] IMPP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:40.502864] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMPP.txt
[2025-12-23T20:24:40.503032] [INFO ] [sig       ] [1673/3557] Completed IMPP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:40.503073] [INFO ] [sig       ] [1674/3557] Forecasting IMRX...
[2025-12-23T20:24:40.503104] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-23T20:24:40.503133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-23T20:24:40.517882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-23T20:24:40.518402] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-23T20:24:40.519363] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-23T20:24:40.519419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:40.519452] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:40.519478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:40.519536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:40.577838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:40.579027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:40.579125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:40.579159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:40.702548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:40.702805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:40.702850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:40.702881] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:40.706732] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-23T20:24:40.707042] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-23T20:24:40.707175] [INFO ] [sig       ] IMRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:40.854002] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IMRX.txt
[2025-12-23T20:24:40.854189] [INFO ] [sig       ] [1674/3557] Completed IMRX in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:40.854231] [INFO ] [sig       ] [1675/3557] Forecasting IMTX...
[2025-12-23T20:24:40.854264] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-23T20:24:40.854296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-23T20:24:40.867722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-23T20:24:40.868157] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-23T20:24:40.869047] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-23T20:24:40.869100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:40.869131] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:40.869157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:40.869241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:40.926723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:40.927731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:40.927826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:40.927886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:41.048646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:41.048812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:41.048887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:41.048916] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:41.052348] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-23T20:24:41.052636] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-23T20:24:41.052767] [INFO ] [sig       ] IMTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:41.191524] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IMTX.txt
[2025-12-23T20:24:41.191765] [INFO ] [sig       ] [1675/3557] Completed IMTX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:41.191827] [INFO ] [sig       ] [1676/3557] Forecasting IMXI...
[2025-12-23T20:24:41.191871] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-23T20:24:41.191915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-23T20:24:41.204338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-23T20:24:41.204716] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-23T20:24:41.205477] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-23T20:24:41.205529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:41.205560] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:41.205606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:41.205667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:41.261490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:41.262370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:41.262456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:41.262488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:41.389980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:41.390163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:41.390210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:41.390241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:41.394229] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-23T20:24:41.394528] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-23T20:24:41.394692] [INFO ] [sig       ] IMXI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:41.545166] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IMXI.txt
[2025-12-23T20:24:41.545326] [INFO ] [sig       ] [1676/3557] Completed IMXI in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:41.545367] [INFO ] [sig       ] [1677/3557] Forecasting INAB...
[2025-12-23T20:24:41.545397] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-23T20:24:41.545426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-23T20:24:41.557640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-23T20:24:41.557995] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-23T20:24:41.558773] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-23T20:24:41.558824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:41.558856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:41.558909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:41.558971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:41.614683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:41.615439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:41.615519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:41.615551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:41.734991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:41.735155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:41.735195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:41.735223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:41.739117] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-12-23T20:24:41.739456] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-23T20:24:41.739645] [INFO ] [sig       ] INAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:41.883956] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INAB.txt
[2025-12-23T20:24:41.884110] [INFO ] [sig       ] [1677/3557] Completed INAB in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:41.884151] [INFO ] [sig       ] [1678/3557] Forecasting INBK...
[2025-12-23T20:24:41.884181] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-23T20:24:41.884209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-23T20:24:41.901751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-23T20:24:41.902095] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-23T20:24:41.903032] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-23T20:24:41.903084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:41.903116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:41.903142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:41.903198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:41.960078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:41.960961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:41.961045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:41.961078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:42.085308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:42.085511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:42.085557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:42.085606] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:42.089101] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-23T20:24:42.089451] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-23T20:24:42.089617] [INFO ] [sig       ] INBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:42.230048] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INBK.txt
[2025-12-23T20:24:42.230233] [INFO ] [sig       ] [1678/3557] Completed INBK in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:42.230276] [INFO ] [sig       ] [1679/3557] Forecasting INBX...
[2025-12-23T20:24:42.230337] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-23T20:24:42.230368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-23T20:24:42.242458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-23T20:24:42.242845] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-23T20:24:42.243680] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-23T20:24:42.243735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:42.243768] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:42.243796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:42.243853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:42.311863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:42.312955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:42.313059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:42.313103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:42.467533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:42.467710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:42.467750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:42.467777] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:42.471227] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-23T20:24:42.471525] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-23T20:24:42.471679] [INFO ] [sig       ] INBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:42.615949] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INBX.txt
[2025-12-23T20:24:42.616126] [INFO ] [sig       ] [1679/3557] Completed INBX in 0.4s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:42.616171] [INFO ] [sig       ] [1680/3557] Forecasting INCY...
[2025-12-23T20:24:42.616203] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-23T20:24:42.616232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-23T20:24:42.627505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-23T20:24:42.627897] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-23T20:24:42.628758] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-23T20:24:42.628813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:42.628845] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:42.628871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:42.628928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:42.688996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:42.689909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:42.689992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:42.690024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:42.813835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:42.813994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:42.814036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:42.814065] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:42.817562] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-12-23T20:24:42.817877] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-23T20:24:42.818009] [INFO ] [sig       ] INCY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:42.963632] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INCY.txt
[2025-12-23T20:24:42.963785] [INFO ] [sig       ] [1680/3557] Completed INCY in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-23T20:24:42.963827] [INFO ] [sig       ] [1681/3557] Forecasting INDB...
[2025-12-23T20:24:42.963861] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-23T20:24:42.963898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-23T20:24:42.975684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-23T20:24:42.976011] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-23T20:24:42.976825] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-23T20:24:42.976879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:42.976911] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:42.976939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:42.976997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:43.035349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:43.036182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:43.036263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:43.036296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:43.157019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:43.157175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:43.157215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:43.157243] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:43.160694] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-23T20:24:43.160974] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-23T20:24:43.161100] [INFO ] [sig       ] INDB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:43.306455] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INDB.txt
[2025-12-23T20:24:43.306641] [INFO ] [sig       ] [1681/3557] Completed INDB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-23T20:24:43.306686] [INFO ] [sig       ] [1682/3557] Forecasting INDI...
[2025-12-23T20:24:43.306716] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-23T20:24:43.306746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-23T20:24:43.318636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-23T20:24:43.319019] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-23T20:24:43.319876] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-23T20:24:43.319931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:43.319964] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:43.319991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:43.320079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:43.379155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:43.380046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:43.380127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:43.380160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:43.501728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:43.501889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:43.501931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:43.501960] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:43.505394] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-23T20:24:43.505703] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-23T20:24:43.505829] [INFO ] [sig       ] INDI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:43.647563] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INDI.txt
[2025-12-23T20:24:43.647757] [INFO ] [sig       ] [1682/3557] Completed INDI in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-23T20:24:43.647799] [INFO ] [sig       ] [1683/3557] Forecasting INDP...
[2025-12-23T20:24:43.647828] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-23T20:24:43.647858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-23T20:24:43.658617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-23T20:24:43.658997] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-23T20:24:43.659841] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-23T20:24:43.659895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:43.659926] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:43.659953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:43.660008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:43.717634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:43.718527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:43.718630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:43.718666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:43.828054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:43.828222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:43.828264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:43.828293] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:43.831804] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-23T20:24:43.832085] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-23T20:24:43.832209] [INFO ] [sig       ] INDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:43.971951] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INDP.txt
[2025-12-23T20:24:43.972087] [INFO ] [sig       ] [1683/3557] Completed INDP in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-23T20:24:43.972126] [INFO ] [sig       ] [1684/3557] Forecasting INDY...
[2025-12-23T20:24:43.972156] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-23T20:24:43.972186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-23T20:24:43.983459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-23T20:24:43.983789] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-23T20:24:43.984554] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-23T20:24:43.984637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:43.984676] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:43.984705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:43.984761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:44.042483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:44.043440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:44.043526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:44.043564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:44.165416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:44.165594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:44.165634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:44.165663] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:44.169013] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2025-12-23T20:24:44.169319] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-23T20:24:44.169460] [INFO ] [sig       ] INDY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:44.311084] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INDY.txt
[2025-12-23T20:24:44.311256] [INFO ] [sig       ] [1684/3557] Completed INDY in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-23T20:24:44.311300] [INFO ] [sig       ] [1685/3557] Forecasting INFY...
[2025-12-23T20:24:44.311331] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-23T20:24:44.311360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-23T20:24:44.323790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-23T20:24:44.324207] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-23T20:24:44.325032] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-23T20:24:44.325084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:44.325115] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:44.325141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:44.325197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:44.381404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:44.382281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:44.382368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:44.382400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:44.500609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:44.500765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:44.500807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:44.500836] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:44.504276] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-23T20:24:44.504647] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-23T20:24:44.504781] [INFO ] [sig       ] INFY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:44.647936] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INFY.txt
[2025-12-23T20:24:44.648078] [INFO ] [sig       ] [1685/3557] Completed INFY in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-23T20:24:44.648119] [INFO ] [sig       ] [1686/3557] Forecasting ING...
[2025-12-23T20:24:44.648148] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-23T20:24:44.648178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-23T20:24:44.659873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-23T20:24:44.660207] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-23T20:24:44.660989] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-23T20:24:44.661041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:44.661072] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:44.661098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:44.661155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:44.717653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:44.718406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:44.718490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:44.718522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:44.839766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:44.839934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:44.839980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:44.840010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:44.843411] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-23T20:24:44.843706] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-23T20:24:44.843847] [INFO ] [sig       ] ING: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:45.000836] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ING.txt
[2025-12-23T20:24:45.000996] [INFO ] [sig       ] [1686/3557] Completed ING in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:45.001037] [INFO ] [sig       ] [1687/3557] Forecasting INGN...
[2025-12-23T20:24:45.001068] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-23T20:24:45.001097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-23T20:24:45.013193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-23T20:24:45.013597] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-23T20:24:45.014382] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-23T20:24:45.014435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:45.014466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:45.014491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:45.014546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:45.071036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:45.072043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:45.072130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:45.072162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:45.189198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:45.189358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:45.189398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:45.189426] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:45.192786] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-23T20:24:45.193062] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-23T20:24:45.193186] [INFO ] [sig       ] INGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:45.335699] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INGN.txt
[2025-12-23T20:24:45.335863] [INFO ] [sig       ] [1687/3557] Completed INGN in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:45.335904] [INFO ] [sig       ] [1688/3557] Forecasting INM...
[2025-12-23T20:24:45.335932] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-23T20:24:45.335961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-23T20:24:45.348009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-23T20:24:45.348416] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-23T20:24:45.349273] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-23T20:24:45.349328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:45.349361] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:45.349396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:45.349477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:45.407305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:45.408204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:45.408290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:45.408322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:45.531496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:45.531680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:45.531721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:45.531749] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:45.535385] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-23T20:24:45.535735] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-23T20:24:45.535875] [INFO ] [sig       ] INM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:45.674009] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INM.txt
[2025-12-23T20:24:45.674146] [INFO ] [sig       ] [1688/3557] Completed INM in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:45.674184] [INFO ] [sig       ] [1689/3557] Forecasting INMB...
[2025-12-23T20:24:45.674215] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-23T20:24:45.674244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-23T20:24:45.686103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-23T20:24:45.686391] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-23T20:24:45.687168] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-23T20:24:45.687219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:45.687251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:45.687277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:45.687332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:45.743263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:45.743920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:45.743995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:45.744027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:45.866389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:45.866548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:45.866618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:45.866649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:45.869999] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-23T20:24:45.870283] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-23T20:24:45.870415] [INFO ] [sig       ] INMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:46.009977] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INMB.txt
[2025-12-23T20:24:46.010152] [INFO ] [sig       ] [1689/3557] Completed INMB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:46.010193] [INFO ] [sig       ] [1690/3557] Forecasting INMD...
[2025-12-23T20:24:46.010224] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-23T20:24:46.010253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-23T20:24:46.022170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-23T20:24:46.022554] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-23T20:24:46.023330] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-23T20:24:46.023395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:46.023427] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:46.023454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:46.023509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:46.079607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:46.080457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:46.080540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:46.080592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:46.199549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:46.199786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:46.199827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:46.199855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:46.203203] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-12-23T20:24:46.203484] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-23T20:24:46.203634] [INFO ] [sig       ] INMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:46.344205] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INMD.txt
[2025-12-23T20:24:46.344363] [INFO ] [sig       ] [1690/3557] Completed INMD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:46.344404] [INFO ] [sig       ] [1691/3557] Forecasting INN...
[2025-12-23T20:24:46.344434] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-23T20:24:46.344466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-23T20:24:46.357404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-23T20:24:46.357963] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-23T20:24:46.359108] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-23T20:24:46.362513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:46.362692] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:46.362740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:46.362851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:46.426696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:46.427609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:46.427706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:46.427742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:46.549253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:46.549406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:46.549447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:46.549475] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:46.552768] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-23T20:24:46.553035] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-23T20:24:46.553157] [INFO ] [sig       ] INN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:46.696586] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INN.txt
[2025-12-23T20:24:46.696720] [INFO ] [sig       ] [1691/3557] Completed INN in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:46.696760] [INFO ] [sig       ] [1692/3557] Forecasting INO...
[2025-12-23T20:24:46.696789] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-23T20:24:46.696819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-23T20:24:46.709330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-23T20:24:46.709769] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-23T20:24:46.710598] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-23T20:24:46.710662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:46.710699] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:46.710731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:46.710794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:46.767217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:46.768151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:46.768237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:46.768268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:46.887123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:46.887287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:46.887328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:46.887356] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:46.891113] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-23T20:24:46.891494] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-23T20:24:46.891658] [INFO ] [sig       ] INO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:47.033046] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INO.txt
[2025-12-23T20:24:47.033198] [INFO ] [sig       ] [1692/3557] Completed INO in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:47.033239] [INFO ] [sig       ] [1693/3557] Forecasting INOD...
[2025-12-23T20:24:47.033268] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-23T20:24:47.033297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-23T20:24:47.045438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-23T20:24:47.045735] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-23T20:24:47.046539] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-23T20:24:47.046621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:47.046655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:47.046681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:47.046736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:47.106945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:47.107811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:47.107892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:47.107924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:47.226698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:47.226840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:47.226880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:47.226909] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:47.230299] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-23T20:24:47.230592] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-23T20:24:47.230721] [INFO ] [sig       ] INOD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:47.372596] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INOD.txt
[2025-12-23T20:24:47.372720] [INFO ] [sig       ] [1693/3557] Completed INOD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:47.372767] [INFO ] [sig       ] [1694/3557] Forecasting INSE...
[2025-12-23T20:24:47.372796] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-23T20:24:47.372825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-23T20:24:47.384118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-23T20:24:47.384393] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-23T20:24:47.385166] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-23T20:24:47.385219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:47.385249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:47.385276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:47.385331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:47.442942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:47.443536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:47.443633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:47.443667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:47.573358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:47.573524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:47.573566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:47.573618] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:47.577123] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-23T20:24:47.577432] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-23T20:24:47.577589] [INFO ] [sig       ] INSE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:47.720045] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INSE.txt
[2025-12-23T20:24:47.720173] [INFO ] [sig       ] [1694/3557] Completed INSE in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:47.720212] [INFO ] [sig       ] [1695/3557] Forecasting INSG...
[2025-12-23T20:24:47.720240] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-23T20:24:47.720269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-23T20:24:47.732122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-23T20:24:47.732493] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-23T20:24:47.733346] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-23T20:24:47.733409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:47.733457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:47.733502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:47.733596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:47.795326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:47.796087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:47.796166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:47.796200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:47.915533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:47.915714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:47.915758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:47.915785] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:47.919154] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-23T20:24:47.919453] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-23T20:24:47.919600] [INFO ] [sig       ] INSG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:48.060519] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INSG.txt
[2025-12-23T20:24:48.060679] [INFO ] [sig       ] [1695/3557] Completed INSG in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:48.060756] [INFO ] [sig       ] [1696/3557] Forecasting INSM...
[2025-12-23T20:24:48.060799] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-23T20:24:48.060831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-23T20:24:48.076824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-23T20:24:48.077291] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-23T20:24:48.078296] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-23T20:24:48.078360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:48.078398] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:48.078431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:48.078507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:48.144328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:48.145449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:48.145538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:48.145589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:48.268380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:48.268513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:48.268553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:48.268599] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:48.272272] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-23T20:24:48.272565] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-23T20:24:48.272717] [INFO ] [sig       ] INSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:48.414970] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INSM.txt
[2025-12-23T20:24:48.415131] [INFO ] [sig       ] [1696/3557] Completed INSM in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:48.415172] [INFO ] [sig       ] [1697/3557] Forecasting INSP...
[2025-12-23T20:24:48.415201] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-23T20:24:48.415230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-23T20:24:48.428749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-23T20:24:48.429142] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-23T20:24:48.430050] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-23T20:24:48.430106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:48.430138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:48.430164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:48.430222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:48.492010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:48.492911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:48.492997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:48.493031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:48.622589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:48.622761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:48.622802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:48.622831] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:48.626346] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-23T20:24:48.626648] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-23T20:24:48.626780] [INFO ] [sig       ] INSP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:48.774948] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INSP.txt
[2025-12-23T20:24:48.775084] [INFO ] [sig       ] [1697/3557] Completed INSP in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-23T20:24:48.775125] [INFO ] [sig       ] [1698/3557] Forecasting INTA...
[2025-12-23T20:24:48.775154] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-23T20:24:48.775183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-23T20:24:48.786209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-23T20:24:48.786506] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-23T20:24:48.787280] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-23T20:24:48.787333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:48.787364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:48.787391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:48.787448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:48.845354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:48.846105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:48.846187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:48.846220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:48.972418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:48.972591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:48.972642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:48.972676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:48.976018] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-12-23T20:24:48.976298] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-23T20:24:48.976424] [INFO ] [sig       ] INTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:49.118320] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INTA.txt
[2025-12-23T20:24:49.118448] [INFO ] [sig       ] [1698/3557] Completed INTA in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-23T20:24:49.118488] [INFO ] [sig       ] [1699/3557] Forecasting INTC...
[2025-12-23T20:24:49.118517] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-23T20:24:49.118546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-23T20:24:49.129869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-23T20:24:49.130146] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-23T20:24:49.130923] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-23T20:24:49.130975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:49.131006] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:49.131059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:49.131120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:49.190056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:49.190776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:49.190856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:49.190889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:49.309208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:49.309337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:49.309376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:49.309403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:49.312692] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-23T20:24:49.312961] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-23T20:24:49.313085] [INFO ] [sig       ] INTC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:49.452050] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INTC.txt
[2025-12-23T20:24:49.452171] [INFO ] [sig       ] [1699/3557] Completed INTC in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-23T20:24:49.452210] [INFO ] [sig       ] [1700/3557] Forecasting INTZ...
[2025-12-23T20:24:49.452239] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-23T20:24:49.452267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-23T20:24:49.463955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-23T20:24:49.464233] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-23T20:24:49.465013] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-23T20:24:49.465065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:49.465096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:49.465122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:49.465177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:49.521615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:49.522207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:49.522282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:49.522314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:49.643253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:49.643413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:49.643451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:49.643480] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:49.646810] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-12-23T20:24:49.647080] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-23T20:24:49.647203] [INFO ] [sig       ] INTZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:49.784721] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INTZ.txt
[2025-12-23T20:24:49.784840] [INFO ] [sig       ] [1700/3557] Completed INTZ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-23T20:24:49.784880] [INFO ] [sig       ] [1701/3557] Forecasting INVA...
[2025-12-23T20:24:49.784910] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-23T20:24:49.784938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-23T20:24:49.795854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-23T20:24:49.796127] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-23T20:24:49.796894] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-23T20:24:49.796945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:49.796988] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:49.797016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:49.797072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:49.853375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:49.854100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:49.854179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:49.854211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:49.973359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:49.973502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:49.973542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:49.973585] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:49.976885] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-23T20:24:49.977152] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-23T20:24:49.977272] [INFO ] [sig       ] INVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:50.114084] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INVA.txt
[2025-12-23T20:24:50.114206] [INFO ] [sig       ] [1701/3557] Completed INVA in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-23T20:24:50.114246] [INFO ] [sig       ] [1702/3557] Forecasting INVE...
[2025-12-23T20:24:50.114276] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-23T20:24:50.114306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-23T20:24:50.124628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-23T20:24:50.124940] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-23T20:24:50.125725] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-23T20:24:50.125778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:50.125810] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:50.125838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:50.125894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:50.181804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:50.182423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:50.182501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:50.182535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:50.295643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:50.295786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:50.295827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:50.295857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:50.299190] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-23T20:24:50.299471] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-23T20:24:50.299613] [INFO ] [sig       ] INVE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:50.491045] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INVE.txt
[2025-12-23T20:24:50.491183] [INFO ] [sig       ] [1702/3557] Completed INVE in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-23T20:24:50.491223] [INFO ] [sig       ] [1703/3557] Forecasting INVH...
[2025-12-23T20:24:50.491253] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-23T20:24:50.491284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-23T20:24:50.502373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-23T20:24:50.502677] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-23T20:24:50.503494] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-23T20:24:50.503548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:50.503600] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:50.503631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:50.503688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:50.562020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:50.562677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:50.562761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:50.562796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:50.682764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:50.682883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:50.682922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:50.682951] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:50.686264] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-23T20:24:50.686535] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-23T20:24:50.686686] [INFO ] [sig       ] INVH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:50.827935] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/INVH.txt
[2025-12-23T20:24:50.828151] [INFO ] [sig       ] [1703/3557] Completed INVH in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:50.828203] [INFO ] [sig       ] [1704/3557] Forecasting INVZ...
[2025-12-23T20:24:50.828239] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-23T20:24:50.828269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-23T20:24:50.839566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-23T20:24:50.839893] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-23T20:24:50.840678] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-23T20:24:50.840742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:50.840773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:50.840799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:50.840854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:50.895836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:50.896436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:50.896520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:50.896553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:51.012335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:51.012478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:51.012516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:51.012544] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:51.015887] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-12-23T20:24:51.016154] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-23T20:24:51.016277] [INFO ] [sig       ] INVZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:51.154259] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/INVZ.txt
[2025-12-23T20:24:51.154406] [INFO ] [sig       ] [1704/3557] Completed INVZ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:51.154469] [INFO ] [sig       ] [1705/3557] Forecasting IONS...
[2025-12-23T20:24:51.154510] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-23T20:24:51.154545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-23T20:24:51.165317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-23T20:24:51.165609] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-23T20:24:51.166353] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-23T20:24:51.166404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:51.166435] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:51.166462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:51.166517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:51.222586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:51.223200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:51.223279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:51.223312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:51.345197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:51.345355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:51.345396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:51.345424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:51.348783] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-23T20:24:51.349055] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-23T20:24:51.349193] [INFO ] [sig       ] IONS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:51.494226] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IONS.txt
[2025-12-23T20:24:51.494383] [INFO ] [sig       ] [1705/3557] Completed IONS in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:51.494427] [INFO ] [sig       ] [1706/3557] Forecasting IOSP...
[2025-12-23T20:24:51.494458] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-23T20:24:51.494487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-23T20:24:51.505899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-23T20:24:51.506258] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-23T20:24:51.507083] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-23T20:24:51.507140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:51.507172] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:51.507200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:51.507259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:51.567385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:51.568249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:51.568333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:51.568366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:51.690352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:51.690509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:51.690550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:51.690598] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:51.694157] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-23T20:24:51.694451] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-23T20:24:51.694621] [INFO ] [sig       ] IOSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:51.840523] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IOSP.txt
[2025-12-23T20:24:51.840701] [INFO ] [sig       ] [1706/3557] Completed IOSP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:51.840745] [INFO ] [sig       ] [1707/3557] Forecasting IOVA...
[2025-12-23T20:24:51.840774] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-23T20:24:51.840802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-23T20:24:51.852305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-23T20:24:51.852675] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-23T20:24:51.853431] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-23T20:24:51.853484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:51.853515] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:51.853542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:51.853618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:51.913543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:51.914383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:51.914467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:51.914501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:52.033317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:52.033475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:52.033514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:52.033542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:52.036891] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-23T20:24:52.037377] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-23T20:24:52.037519] [INFO ] [sig       ] IOVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:52.182333] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IOVA.txt
[2025-12-23T20:24:52.182490] [INFO ] [sig       ] [1707/3557] Completed IOVA in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:52.182531] [INFO ] [sig       ] [1708/3557] Forecasting IPGP...
[2025-12-23T20:24:52.182560] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-23T20:24:52.182610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-23T20:24:52.197198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-23T20:24:52.197523] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-23T20:24:52.198307] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-23T20:24:52.198361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:52.198393] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:52.198420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:52.198476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:52.255287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:52.256008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:52.256087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:52.256119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:52.377475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:52.377647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:52.377705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:52.377734] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:52.381107] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-12-23T20:24:52.381374] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-23T20:24:52.381500] [INFO ] [sig       ] IPGP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:52.520032] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IPGP.txt
[2025-12-23T20:24:52.520185] [INFO ] [sig       ] [1708/3557] Completed IPGP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:52.520226] [INFO ] [sig       ] [1709/3557] Forecasting IPI...
[2025-12-23T20:24:52.520255] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-23T20:24:52.520285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-23T20:24:52.531536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-23T20:24:52.531814] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-23T20:24:52.532556] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-23T20:24:52.532624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:52.532655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:52.532683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:52.532738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:52.588518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:52.589396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:52.589535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:52.589568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:52.708310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:52.708466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:52.708506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:52.708534] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:52.711915] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-23T20:24:52.712216] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-23T20:24:52.712348] [INFO ] [sig       ] IPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:52.849403] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IPI.txt
[2025-12-23T20:24:52.849530] [INFO ] [sig       ] [1709/3557] Completed IPI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:52.849568] [INFO ] [sig       ] [1710/3557] Forecasting IQ...
[2025-12-23T20:24:52.849619] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-23T20:24:52.849648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-23T20:24:52.860839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-23T20:24:52.861122] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-23T20:24:52.861907] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-23T20:24:52.861959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:52.861990] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:52.862017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:52.862072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:52.917245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:52.917850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:52.917939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:52.917971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:53.038083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:53.038205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:53.038244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:53.038274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:53.041828] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-23T20:24:53.042132] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-23T20:24:53.042269] [INFO ] [sig       ] IQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:53.184749] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IQ.txt
[2025-12-23T20:24:53.185070] [INFO ] [sig       ] [1710/3557] Completed IQ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:53.185123] [INFO ] [sig       ] [1711/3557] Forecasting IQI...
[2025-12-23T20:24:53.185160] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-23T20:24:53.185191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-23T20:24:53.197263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-23T20:24:53.197604] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-23T20:24:53.198396] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-23T20:24:53.198458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:53.198491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:53.198517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:53.198591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:53.258398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:53.259290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:53.259375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:53.259409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:53.377774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:53.377952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:53.378006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:53.378039] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:53.381566] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-23T20:24:53.381872] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-23T20:24:53.382005] [INFO ] [sig       ] IQI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:53.527767] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IQI.txt
[2025-12-23T20:24:53.527936] [INFO ] [sig       ] [1711/3557] Completed IQI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:53.527977] [INFO ] [sig       ] [1712/3557] Forecasting IQQQ...
[2025-12-23T20:24:53.528008] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-23T20:24:53.528038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-23T20:24:53.539869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-23T20:24:53.540206] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-23T20:24:53.541043] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-23T20:24:53.541097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:53.541144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:53.541174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:53.541250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:53.600918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:53.601812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:53.601897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:53.601930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:53.724346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:53.724540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:53.724617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:53.724651] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:53.728436] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-23T20:24:53.728761] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-23T20:24:53.728908] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:53.875225] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IQQQ.txt
[2025-12-23T20:24:53.875433] [INFO ] [sig       ] [1712/3557] Completed IQQQ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:53.875479] [INFO ] [sig       ] [1713/3557] Forecasting IRDM...
[2025-12-23T20:24:53.875511] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-23T20:24:53.875556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-23T20:24:53.887968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-23T20:24:53.888314] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-23T20:24:53.889168] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-23T20:24:53.889251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:53.889285] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:53.889311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:53.889368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:53.953446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:53.954370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:53.954459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:53.954494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:54.078804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:54.078962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:54.079013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:54.079043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:54.082822] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-12-23T20:24:54.083333] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-23T20:24:54.083478] [INFO ] [sig       ] IRDM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:54.231888] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IRDM.txt
[2025-12-23T20:24:54.232229] [INFO ] [sig       ] [1713/3557] Completed IRDM in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:54.232273] [INFO ] [sig       ] [1714/3557] Forecasting IREN...
[2025-12-23T20:24:54.232304] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-23T20:24:54.232336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-23T20:24:54.244659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-23T20:24:54.245007] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-23T20:24:54.245870] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-23T20:24:54.245926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:54.245988] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:54.246025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:54.246084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:54.305666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:54.306547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:54.306663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:54.306697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:54.428984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:54.429142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:54.429202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:54.429233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:54.432691] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-23T20:24:54.432989] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-23T20:24:54.433122] [INFO ] [sig       ] IREN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:54.578743] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IREN.txt
[2025-12-23T20:24:54.578966] [INFO ] [sig       ] [1714/3557] Completed IREN in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:54.579035] [INFO ] [sig       ] [1715/3557] Forecasting IRM...
[2025-12-23T20:24:54.579085] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-23T20:24:54.579134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-23T20:24:54.594453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-23T20:24:54.594915] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-23T20:24:54.596015] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-23T20:24:54.596086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:54.596138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:54.596181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:54.596262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:54.654525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:54.655385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:54.655472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:54.655504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:54.779136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:54.779311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:54.779350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:54.779379] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:54.782673] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2025-12-23T20:24:54.782937] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-23T20:24:54.783061] [INFO ] [sig       ] IRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:54.919857] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IRM.txt
[2025-12-23T20:24:54.919971] [INFO ] [sig       ] [1715/3557] Completed IRM in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-23T20:24:54.920009] [INFO ] [sig       ] [1716/3557] Forecasting IRMD...
[2025-12-23T20:24:54.920047] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-23T20:24:54.920078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-23T20:24:54.933715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-23T20:24:54.934148] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-23T20:24:54.935172] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-23T20:24:54.935236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:54.935313] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:54.935350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:54.935427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:54.993896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:54.994636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:54.994715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:54.994748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:55.115380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:55.115501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:55.115537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:55.115565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:55.118914] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-23T20:24:55.119389] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-23T20:24:55.119512] [INFO ] [sig       ] IRMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:55.259419] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IRMD.txt
[2025-12-23T20:24:55.259540] [INFO ] [sig       ] [1716/3557] Completed IRMD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-23T20:24:55.259596] [INFO ] [sig       ] [1717/3557] Forecasting IRON...
[2025-12-23T20:24:55.259627] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-23T20:24:55.259656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-23T20:24:55.271486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-23T20:24:55.271795] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-23T20:24:55.272552] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-23T20:24:55.272624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:55.272657] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:55.272684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:55.272740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:55.329101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:55.329721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:55.329797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:55.329828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:55.450298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:55.450432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:55.450472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:55.450499] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:55.453769] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-23T20:24:55.454040] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-23T20:24:55.454161] [INFO ] [sig       ] IRON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:55.595592] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IRON.txt
[2025-12-23T20:24:55.595748] [INFO ] [sig       ] [1717/3557] Completed IRON in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-23T20:24:55.595790] [INFO ] [sig       ] [1718/3557] Forecasting IRTC...
[2025-12-23T20:24:55.595821] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-23T20:24:55.595850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-23T20:24:55.607362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-23T20:24:55.607728] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-23T20:24:55.608493] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-23T20:24:55.608545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:55.608599] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:55.608628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:55.608684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:55.663870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:55.664515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:55.664618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:55.664653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:55.782963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:55.783092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:55.783131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:55.783158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:55.786378] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-23T20:24:55.786666] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-23T20:24:55.786789] [INFO ] [sig       ] IRTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:55.923469] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IRTC.txt
[2025-12-23T20:24:55.923604] [INFO ] [sig       ] [1718/3557] Completed IRTC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-23T20:24:55.923644] [INFO ] [sig       ] [1719/3557] Forecasting IRWD...
[2025-12-23T20:24:55.923672] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-23T20:24:55.923702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-23T20:24:55.934423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-23T20:24:55.934717] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-23T20:24:55.935461] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-23T20:24:55.935512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:55.935543] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:55.935594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:55.935653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:55.991172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:55.991789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:55.991864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:55.991914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:56.112115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:56.112272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:56.112312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:56.112388] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:56.115755] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-23T20:24:56.116039] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-23T20:24:56.116163] [INFO ] [sig       ] IRWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:56.255050] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IRWD.txt
[2025-12-23T20:24:56.255205] [INFO ] [sig       ] [1719/3557] Completed IRWD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-23T20:24:56.255244] [INFO ] [sig       ] [1720/3557] Forecasting ISD...
[2025-12-23T20:24:56.255275] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-23T20:24:56.255304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-23T20:24:56.266652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-23T20:24:56.266989] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-23T20:24:56.267792] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-23T20:24:56.267845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:56.267877] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:56.267903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:56.267959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:56.323630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:56.324437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:56.324518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:56.324569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:56.442860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:56.443013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:56.443052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:56.443082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:56.446373] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-23T20:24:56.446662] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-23T20:24:56.446785] [INFO ] [sig       ] ISD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:56.585355] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ISD.txt
[2025-12-23T20:24:56.585508] [INFO ] [sig       ] [1720/3557] Completed ISD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:56.585548] [INFO ] [sig       ] [1721/3557] Forecasting ISRG...
[2025-12-23T20:24:56.585596] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-23T20:24:56.585629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-23T20:24:56.596850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-23T20:24:56.597198] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-23T20:24:56.597987] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-23T20:24:56.598040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:56.598070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:56.598095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:56.598150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:56.653770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:56.654600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:56.654680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:56.654735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:56.771489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:56.771660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:56.771701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:56.771729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:56.775055] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-23T20:24:56.775331] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-23T20:24:56.775455] [INFO ] [sig       ] ISRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:56.914315] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ISRG.txt
[2025-12-23T20:24:56.914472] [INFO ] [sig       ] [1721/3557] Completed ISRG in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:56.914513] [INFO ] [sig       ] [1722/3557] Forecasting ISSC...
[2025-12-23T20:24:56.914543] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-23T20:24:56.914594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-23T20:24:56.926079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-23T20:24:56.926383] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-23T20:24:56.927155] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-23T20:24:56.927208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:56.927239] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:56.927265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:56.927325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:56.982840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:56.983607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:56.983686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:56.983719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:57.107518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:57.107699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:57.107748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:57.107776] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:57.111218] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-23T20:24:57.111499] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-23T20:24:57.111653] [INFO ] [sig       ] ISSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:57.249679] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ISSC.txt
[2025-12-23T20:24:57.249840] [INFO ] [sig       ] [1722/3557] Completed ISSC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:57.249896] [INFO ] [sig       ] [1723/3557] Forecasting ISTB...
[2025-12-23T20:24:57.249927] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-23T20:24:57.249956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-23T20:24:57.261932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-23T20:24:57.262288] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-23T20:24:57.263074] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-23T20:24:57.263125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:57.263157] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:57.263197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:57.263254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:57.318287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:57.319049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:57.319128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:57.319160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:57.435293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:57.435457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:57.435497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:57.435524] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:57.438878] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-12-23T20:24:57.439192] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-23T20:24:57.439325] [INFO ] [sig       ] ISTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:57.577492] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ISTB.txt
[2025-12-23T20:24:57.577665] [INFO ] [sig       ] [1723/3557] Completed ISTB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:57.577708] [INFO ] [sig       ] [1724/3557] Forecasting ITIC...
[2025-12-23T20:24:57.577738] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-23T20:24:57.577767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-23T20:24:57.589244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-23T20:24:57.589628] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-23T20:24:57.590384] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-23T20:24:57.590435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:57.590466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:57.590493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:57.590548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:57.645986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:57.646855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:57.646940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:57.646973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:57.752971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:57.753136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:57.753176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:57.753204] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:57.756534] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-23T20:24:57.756826] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-23T20:24:57.756950] [INFO ] [sig       ] ITIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:57.894959] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ITIC.txt
[2025-12-23T20:24:57.895120] [INFO ] [sig       ] [1724/3557] Completed ITIC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:57.895161] [INFO ] [sig       ] [1725/3557] Forecasting ITRI...
[2025-12-23T20:24:57.895190] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-23T20:24:57.895218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-23T20:24:57.907278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-23T20:24:57.907637] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-23T20:24:57.908408] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-23T20:24:57.908460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:57.908491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:57.908517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:57.908590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:57.964509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:57.965348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:57.965431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:57.965463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:58.085751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:58.085915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:58.085954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:58.085983] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:58.089311] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-23T20:24:58.089593] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-23T20:24:58.089718] [INFO ] [sig       ] ITRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:58.229964] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ITRI.txt
[2025-12-23T20:24:58.230120] [INFO ] [sig       ] [1725/3557] Completed ITRI in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:58.230161] [INFO ] [sig       ] [1726/3557] Forecasting ITRN...
[2025-12-23T20:24:58.230189] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-23T20:24:58.230217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-23T20:24:58.242004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-23T20:24:58.242367] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-23T20:24:58.243185] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-23T20:24:58.243239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:58.243271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:58.243298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:58.243353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:58.300147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:58.300990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:58.301119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:58.301169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:58.422379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:58.422535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:58.422593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:58.422628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:58.426088] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-23T20:24:58.426384] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-23T20:24:58.426516] [INFO ] [sig       ] ITRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:58.581065] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ITRN.txt
[2025-12-23T20:24:58.581263] [INFO ] [sig       ] [1726/3557] Completed ITRN in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:58.581324] [INFO ] [sig       ] [1727/3557] Forecasting ITUB...
[2025-12-23T20:24:58.581372] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-23T20:24:58.581421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-23T20:24:58.595926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-23T20:24:58.596357] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-23T20:24:58.597399] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-23T20:24:58.597465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:58.597506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:58.597542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:58.597642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:58.656995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:58.657963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:58.658095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:58.658129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:58.779944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:58.780104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:58.780146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:58.780174] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:58.783719] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-23T20:24:58.784073] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-23T20:24:58.784218] [INFO ] [sig       ] ITUB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:58.925492] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ITUB.txt
[2025-12-23T20:24:58.925674] [INFO ] [sig       ] [1727/3557] Completed ITUB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:58.925719] [INFO ] [sig       ] [1728/3557] Forecasting IUS...
[2025-12-23T20:24:58.925748] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-23T20:24:58.925777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-23T20:24:58.938228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-23T20:24:58.938592] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-23T20:24:58.939369] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-23T20:24:58.939421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:58.939451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:58.939476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:58.939531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:58.996040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:58.996905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:58.996985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:58.997018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:59.114338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:59.114496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:59.114535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:59.114564] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:59.117890] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-23T20:24:59.118159] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-23T20:24:59.118284] [INFO ] [sig       ] IUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:24:59.256693] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IUS.txt
[2025-12-23T20:24:59.256856] [INFO ] [sig       ] [1728/3557] Completed IUS in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:59.256896] [INFO ] [sig       ] [1729/3557] Forecasting IUSB...
[2025-12-23T20:24:59.256925] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-23T20:24:59.256955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-23T20:24:59.268079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-23T20:24:59.268417] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-23T20:24:59.269315] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-23T20:24:59.269371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:59.269404] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:59.269432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:59.269489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:59.325251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:59.326038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:59.326116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:59.326148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:59.447054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:59.447214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:59.447254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:59.447283] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:59.450625] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-23T20:24:59.450915] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-23T20:24:59.451042] [INFO ] [sig       ] IUSB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:59.590117] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IUSB.txt
[2025-12-23T20:24:59.590284] [INFO ] [sig       ] [1729/3557] Completed IUSB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:59.590324] [INFO ] [sig       ] [1730/3557] Forecasting IUSG...
[2025-12-23T20:24:59.590354] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-23T20:24:59.590384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-23T20:24:59.605524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-23T20:24:59.605983] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-23T20:24:59.607038] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-23T20:24:59.607105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:59.607150] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:59.607190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:59.607271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:24:59.674680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:24:59.675533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:24:59.675641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:24:59.675677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:24:59.798208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:24:59.798367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:24:59.798409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:24:59.798437] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:24:59.801905] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-23T20:24:59.802201] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-23T20:24:59.802332] [INFO ] [sig       ] IUSG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:24:59.941480] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IUSG.txt
[2025-12-23T20:24:59.941660] [INFO ] [sig       ] [1730/3557] Completed IUSG in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:24:59.941704] [INFO ] [sig       ] [1731/3557] Forecasting IVAL...
[2025-12-23T20:24:59.941733] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-23T20:24:59.941762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-23T20:24:59.952768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-23T20:24:59.953211] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-23T20:24:59.954250] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-23T20:24:59.954319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:24:59.954364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:24:59.954404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:24:59.954482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:00.014454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:00.015338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:00.015421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:00.015455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:00.128182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:00.128334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:00.128374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:00.128404] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:00.131886] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2025-12-23T20:25:00.132163] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-23T20:25:00.132318] [INFO ] [sig       ] IVAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:00.276487] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IVAL.txt
[2025-12-23T20:25:00.276681] [INFO ] [sig       ] [1731/3557] Completed IVAL in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:25:00.276728] [INFO ] [sig       ] [1732/3557] Forecasting IVZ...
[2025-12-23T20:25:00.276758] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-23T20:25:00.276787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-23T20:25:00.289269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-23T20:25:00.289639] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-23T20:25:00.290523] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-23T20:25:00.290608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:00.290647] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:00.290675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:00.290731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:00.351169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:00.352115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:00.352222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:00.352262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:00.484316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:00.484507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:00.484562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:00.484619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:00.488497] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-12-23T20:25:00.488859] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-23T20:25:00.489003] [INFO ] [sig       ] IVZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:00.633501] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/IVZ.txt
[2025-12-23T20:25:00.633689] [INFO ] [sig       ] [1732/3557] Completed IVZ in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:25:00.633734] [INFO ] [sig       ] [1733/3557] Forecasting IX...
[2025-12-23T20:25:00.633765] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-23T20:25:00.633795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-23T20:25:00.645121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-23T20:25:00.645391] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-23T20:25:00.646206] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-23T20:25:00.646260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:00.646320] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:00.646348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:00.646404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:00.704756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:00.705671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:00.705753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:00.705789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:00.853159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:00.853318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:00.853359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:00.853387] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:00.856764] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-23T20:25:00.857047] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-23T20:25:00.857176] [INFO ] [sig       ] IX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:01.002663] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IX.txt
[2025-12-23T20:25:01.002870] [INFO ] [sig       ] [1733/3557] Completed IX in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-23T20:25:01.002935] [INFO ] [sig       ] [1734/3557] Forecasting IXUS...
[2025-12-23T20:25:01.002967] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-23T20:25:01.002997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-23T20:25:01.014557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-23T20:25:01.014961] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-23T20:25:01.015758] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-23T20:25:01.015811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:01.015842] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:01.015874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:01.015930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:01.072381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:01.073199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:01.073300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:01.073336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:01.193389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:01.193519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:01.193559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:01.193617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:01.196943] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-23T20:25:01.197219] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-23T20:25:01.197345] [INFO ] [sig       ] IXUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:01.339083] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IXUS.txt
[2025-12-23T20:25:01.339303] [INFO ] [sig       ] [1734/3557] Completed IXUS in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-23T20:25:01.339352] [INFO ] [sig       ] [1735/3557] Forecasting IZEA...
[2025-12-23T20:25:01.339388] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-23T20:25:01.339420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-23T20:25:01.350912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-23T20:25:01.351270] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-23T20:25:01.352046] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-23T20:25:01.352098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:01.352129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:01.352156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:01.352210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:01.408928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:01.409778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:01.409865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:01.409898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:01.531763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:01.531882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:01.531919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:01.531946] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:01.535233] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-23T20:25:01.535504] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-23T20:25:01.535648] [INFO ] [sig       ] IZEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:01.681009] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/IZEA.txt
[2025-12-23T20:25:01.681151] [INFO ] [sig       ] [1735/3557] Completed IZEA in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-23T20:25:01.681192] [INFO ] [sig       ] [1736/3557] Forecasting J...
[2025-12-23T20:25:01.681220] [INFO ] [sig       ] Generating forecast for: J
[2025-12-23T20:25:01.681249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-23T20:25:01.692776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-23T20:25:01.693047] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-23T20:25:01.693823] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-23T20:25:01.693886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:01.693917] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:01.693944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:01.693999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:01.750994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:01.751851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:01.751932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:01.751964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:01.877553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:01.877786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:01.877828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:01.877913] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:01.881783] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-23T20:25:01.882213] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-23T20:25:01.882371] [INFO ] [sig       ] J: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:02.027665] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/J.txt
[2025-12-23T20:25:02.027834] [INFO ] [sig       ] [1736/3557] Completed J in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-23T20:25:02.027874] [INFO ] [sig       ] [1737/3557] Forecasting JACK...
[2025-12-23T20:25:02.027905] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-23T20:25:02.027937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-23T20:25:02.040403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-23T20:25:02.040818] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-23T20:25:02.041608] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-23T20:25:02.041661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:02.041693] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:02.041727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:02.041796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:02.102688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:02.103543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:02.103645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:02.103680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:02.227899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:02.228056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:02.228098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:02.228128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:02.231911] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-23T20:25:02.232185] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-23T20:25:02.232314] [INFO ] [sig       ] JACK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:02.375150] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JACK.txt
[2025-12-23T20:25:02.375285] [INFO ] [sig       ] [1737/3557] Completed JACK in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:02.375323] [INFO ] [sig       ] [1738/3557] Forecasting JAGX...
[2025-12-23T20:25:02.375353] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-23T20:25:02.375381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-23T20:25:02.387116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-23T20:25:02.387690] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-23T20:25:02.388683] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-23T20:25:02.388736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:02.388768] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:02.388794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:02.388850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:02.447089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:02.447970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:02.448057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:02.448091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:02.565209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:02.565370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:02.565411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:02.565441] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:02.568924] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2025-12-23T20:25:02.569312] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-23T20:25:02.569464] [INFO ] [sig       ] JAGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:02.723080] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JAGX.txt
[2025-12-23T20:25:02.723239] [INFO ] [sig       ] [1738/3557] Completed JAGX in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:02.723281] [INFO ] [sig       ] [1739/3557] Forecasting JAKK...
[2025-12-23T20:25:02.723309] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-23T20:25:02.723338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-23T20:25:02.734698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-23T20:25:02.735037] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-23T20:25:02.735840] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-23T20:25:02.735893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:02.735925] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:02.735951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:02.736007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:02.791738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:02.792605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:02.792710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:02.792745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:02.916446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:02.916617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:02.916660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:02.916688] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:02.920044] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-23T20:25:02.920327] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-23T20:25:02.920457] [INFO ] [sig       ] JAKK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:03.060400] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JAKK.txt
[2025-12-23T20:25:03.060539] [INFO ] [sig       ] [1739/3557] Completed JAKK in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:03.060607] [INFO ] [sig       ] [1740/3557] Forecasting JAMF...
[2025-12-23T20:25:03.060640] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-23T20:25:03.060669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-23T20:25:03.072148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-23T20:25:03.072448] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-23T20:25:03.073252] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-23T20:25:03.073306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:03.073339] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:03.073366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:03.073422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:03.130641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:03.131340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:03.131418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:03.131452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:03.249287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:03.249447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:03.249487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:03.249517] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:03.252949] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-23T20:25:03.253223] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-23T20:25:03.253350] [INFO ] [sig       ] JAMF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:03.401515] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JAMF.txt
[2025-12-23T20:25:03.401741] [INFO ] [sig       ] [1740/3557] Completed JAMF in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:03.401798] [INFO ] [sig       ] [1741/3557] Forecasting JANX...
[2025-12-23T20:25:03.401838] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-23T20:25:03.401878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-23T20:25:03.414722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-23T20:25:03.415130] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-23T20:25:03.415925] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-23T20:25:03.415978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:03.416011] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:03.416037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:03.416093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:03.474090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:03.475015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:03.475103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:03.475137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:03.599920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:03.600082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:03.600123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:03.600156] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:03.603638] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-12-23T20:25:03.603941] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-23T20:25:03.604091] [INFO ] [sig       ] JANX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:03.748957] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JANX.txt
[2025-12-23T20:25:03.749124] [INFO ] [sig       ] [1741/3557] Completed JANX in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:03.749166] [INFO ] [sig       ] [1742/3557] Forecasting JAZZ...
[2025-12-23T20:25:03.749226] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-23T20:25:03.749265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-23T20:25:03.761087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-23T20:25:03.761465] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-23T20:25:03.762247] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-23T20:25:03.762299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:03.762331] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:03.762358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:03.762414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:03.820242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:03.821124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:03.821206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:03.821238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:03.946271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:03.946431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:03.946473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:03.946503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:03.949982] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-23T20:25:03.950275] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-23T20:25:03.950412] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:04.091139] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JAZZ.txt
[2025-12-23T20:25:04.091285] [INFO ] [sig       ] [1742/3557] Completed JAZZ in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:04.091325] [INFO ] [sig       ] [1743/3557] Forecasting JBGS...
[2025-12-23T20:25:04.091354] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-23T20:25:04.091383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-23T20:25:04.103187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-23T20:25:04.103483] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-23T20:25:04.104262] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-23T20:25:04.104315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:04.104346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:04.104373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:04.104429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:04.159728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:04.160508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:04.160632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:04.160666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:04.279385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:04.279548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:04.279623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:04.279655] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:04.282955] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-23T20:25:04.283226] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-23T20:25:04.283347] [INFO ] [sig       ] JBGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:04.427062] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JBGS.txt
[2025-12-23T20:25:04.427241] [INFO ] [sig       ] [1743/3557] Completed JBGS in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:04.427284] [INFO ] [sig       ] [1744/3557] Forecasting JBI...
[2025-12-23T20:25:04.427314] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-23T20:25:04.427344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-23T20:25:04.438708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-23T20:25:04.439040] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-23T20:25:04.439836] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-23T20:25:04.439888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:04.439919] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:04.439946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:04.440001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:04.495819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:04.496692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:04.496782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:04.496817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:04.624711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:04.624869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:04.624909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:04.624940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:04.628337] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-23T20:25:04.628640] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-23T20:25:04.628771] [INFO ] [sig       ] JBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:04.771727] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JBI.txt
[2025-12-23T20:25:04.771862] [INFO ] [sig       ] [1744/3557] Completed JBI in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:04.771901] [INFO ] [sig       ] [1745/3557] Forecasting JBL...
[2025-12-23T20:25:04.771933] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-23T20:25:04.771963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-23T20:25:04.784444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-23T20:25:04.784790] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-23T20:25:04.785604] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-23T20:25:04.785657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:04.785688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:04.785714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:04.785770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:04.848078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:04.848846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:04.848925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:04.848957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:04.966421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:04.966550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:04.966606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:04.966636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:04.969913] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-12-23T20:25:04.970279] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-23T20:25:04.970448] [INFO ] [sig       ] JBL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:05.107467] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JBL.txt
[2025-12-23T20:25:05.107624] [INFO ] [sig       ] [1745/3557] Completed JBL in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:05.107666] [INFO ] [sig       ] [1746/3557] Forecasting JBND...
[2025-12-23T20:25:05.107696] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-23T20:25:05.107725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-23T20:25:05.119974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-23T20:25:05.120244] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-23T20:25:05.121031] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-23T20:25:05.121083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:05.121114] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:05.121141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:05.121197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:05.176542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:05.177298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:05.177377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:05.177408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:05.294392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:05.294550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:05.294608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:05.294639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:05.297997] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-23T20:25:05.298276] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-23T20:25:05.298401] [INFO ] [sig       ] JBND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:05.436785] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JBND.txt
[2025-12-23T20:25:05.436951] [INFO ] [sig       ] [1746/3557] Completed JBND in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:05.436993] [INFO ] [sig       ] [1747/3557] Forecasting JBSS...
[2025-12-23T20:25:05.437022] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-23T20:25:05.437052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-23T20:25:05.449398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-23T20:25:05.449750] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-23T20:25:05.450516] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-23T20:25:05.450590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:05.450639] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:05.450669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:05.450726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:05.508900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:05.509686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:05.509769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:05.509803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:05.635413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:05.635598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:05.635642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:05.635672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:05.639067] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-23T20:25:05.639384] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-23T20:25:05.639526] [INFO ] [sig       ] JBSS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:05.793854] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JBSS.txt
[2025-12-23T20:25:05.794017] [INFO ] [sig       ] [1747/3557] Completed JBSS in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:05.794058] [INFO ] [sig       ] [1748/3557] Forecasting JCE...
[2025-12-23T20:25:05.794088] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-23T20:25:05.794117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-23T20:25:05.807356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-23T20:25:05.807938] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-23T20:25:05.808927] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-23T20:25:05.808980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:05.809011] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:05.809038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:05.809094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:05.866853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:05.867801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:05.867891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:05.867925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:06.017365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:06.017569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:06.017640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:06.017673] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:06.022428] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-23T20:25:06.022902] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-23T20:25:06.023080] [INFO ] [sig       ] JCE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:06.199459] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JCE.txt
[2025-12-23T20:25:06.199656] [INFO ] [sig       ] [1748/3557] Completed JCE in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:06.199703] [INFO ] [sig       ] [1749/3557] Forecasting JCI...
[2025-12-23T20:25:06.199733] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-23T20:25:06.199763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-23T20:25:06.212824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-23T20:25:06.213248] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-23T20:25:06.214195] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-23T20:25:06.214251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:06.214283] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:06.214308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:06.214364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:06.281979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:06.282998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:06.283108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:06.283144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:06.440319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:06.440514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:06.440595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:06.440645] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:06.445794] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-12-23T20:25:06.446231] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-23T20:25:06.446414] [INFO ] [sig       ] JCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:06.649431] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JCI.txt
[2025-12-23T20:25:06.649621] [INFO ] [sig       ] [1749/3557] Completed JCI in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-23T20:25:06.649667] [INFO ] [sig       ] [1750/3557] Forecasting JD...
[2025-12-23T20:25:06.649696] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-23T20:25:06.649724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-23T20:25:06.662056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-23T20:25:06.662481] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-23T20:25:06.663342] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-23T20:25:06.663398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:06.663463] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:06.663491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:06.663556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:06.724964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:06.726154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:06.726272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:06.726329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:06.886613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:06.886808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:06.886867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:06.886913] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:06.892203] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-23T20:25:06.892697] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-23T20:25:06.892897] [INFO ] [sig       ] JD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:07.090705] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JD.txt
[2025-12-23T20:25:07.090876] [INFO ] [sig       ] [1750/3557] Completed JD in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:07.090920] [INFO ] [sig       ] [1751/3557] Forecasting JEF...
[2025-12-23T20:25:07.090957] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-23T20:25:07.090988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-23T20:25:07.103162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-23T20:25:07.103607] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-23T20:25:07.104517] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-23T20:25:07.104592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:07.104628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:07.104656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:07.104721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:07.168820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:07.169787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:07.169872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:07.169905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:07.306459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:07.306647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:07.306693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:07.306723] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:07.310686] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-23T20:25:07.311020] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-23T20:25:07.311164] [INFO ] [sig       ] JEF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:07.462054] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JEF.txt
[2025-12-23T20:25:07.462222] [INFO ] [sig       ] [1751/3557] Completed JEF in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:07.462262] [INFO ] [sig       ] [1752/3557] Forecasting JELD...
[2025-12-23T20:25:07.462298] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-23T20:25:07.462343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-23T20:25:07.475028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-23T20:25:07.475400] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-23T20:25:07.476266] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-23T20:25:07.476330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:07.476370] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:07.476398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:07.476455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:07.538835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:07.539777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:07.539873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:07.539923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:07.670393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:07.670550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:07.670610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:07.670641] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:07.674025] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-23T20:25:07.674320] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-23T20:25:07.674452] [INFO ] [sig       ] JELD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:07.825724] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JELD.txt
[2025-12-23T20:25:07.825915] [INFO ] [sig       ] [1752/3557] Completed JELD in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:07.825969] [INFO ] [sig       ] [1753/3557] Forecasting JEPQ...
[2025-12-23T20:25:07.826003] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-23T20:25:07.826047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-23T20:25:07.838656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-23T20:25:07.838997] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-23T20:25:07.839909] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-23T20:25:07.839968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:07.840012] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:07.840054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:07.840118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:07.900849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:07.901563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:07.901664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:07.901697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:08.033008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:08.033160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:08.033198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:08.033256] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:08.036666] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=80.65%)
[2025-12-23T20:25:08.036944] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-23T20:25:08.037073] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:08.174108] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JEPQ.txt
[2025-12-23T20:25:08.174254] [INFO ] [sig       ] [1753/3557] Completed JEPQ in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:08.174293] [INFO ] [sig       ] [1754/3557] Forecasting JFIN...
[2025-12-23T20:25:08.174324] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-23T20:25:08.174354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-23T20:25:08.186045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-23T20:25:08.186348] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-23T20:25:08.187121] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-23T20:25:08.187174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:08.187205] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:08.187230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:08.187289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:08.242147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:08.242835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:08.242916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:08.242947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:08.368526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:08.368705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:08.368748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:08.368795] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:08.372176] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-23T20:25:08.372448] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-23T20:25:08.372589] [INFO ] [sig       ] JFIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:08.510999] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JFIN.txt
[2025-12-23T20:25:08.511167] [INFO ] [sig       ] [1754/3557] Completed JFIN in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:08.511217] [INFO ] [sig       ] [1755/3557] Forecasting JGLO...
[2025-12-23T20:25:08.511248] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-23T20:25:08.511279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-23T20:25:08.522607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-23T20:25:08.522897] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-23T20:25:08.523675] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-23T20:25:08.523727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:08.523758] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:08.523784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:08.523841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:08.590289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:08.591155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:08.591245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:08.591280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:08.716661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:08.716826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:08.716868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:08.716899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:08.720280] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-23T20:25:08.720552] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-23T20:25:08.720700] [INFO ] [sig       ] JGLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:08.862134] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JGLO.txt
[2025-12-23T20:25:08.862298] [INFO ] [sig       ] [1755/3557] Completed JGLO in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-23T20:25:08.862349] [INFO ] [sig       ] [1756/3557] Forecasting JHG...
[2025-12-23T20:25:08.862392] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-23T20:25:08.862426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-23T20:25:08.877864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-23T20:25:08.878245] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-23T20:25:08.879199] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-23T20:25:08.879499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:08.879538] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:08.879566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:08.879708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:08.936825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:08.937607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:08.937689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:08.937741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:09.059863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:09.060013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:09.060053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:09.060082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:09.063612] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-23T20:25:09.063887] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-23T20:25:09.064010] [INFO ] [sig       ] JHG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:09.203951] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JHG.txt
[2025-12-23T20:25:09.204092] [INFO ] [sig       ] [1756/3557] Completed JHG in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:09.204136] [INFO ] [sig       ] [1757/3557] Forecasting JHI...
[2025-12-23T20:25:09.204169] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-23T20:25:09.204200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-23T20:25:09.215101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-23T20:25:09.215477] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-23T20:25:09.216262] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-23T20:25:09.216315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:09.216346] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:09.216373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:09.216429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:09.275193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:09.276112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:09.276196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:09.276229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:09.397222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:09.397392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:09.397432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:09.397460] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:09.401120] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-23T20:25:09.401427] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-23T20:25:09.401558] [INFO ] [sig       ] JHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:09.552991] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JHI.txt
[2025-12-23T20:25:09.553151] [INFO ] [sig       ] [1757/3557] Completed JHI in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:09.553191] [INFO ] [sig       ] [1758/3557] Forecasting JHX...
[2025-12-23T20:25:09.553222] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-23T20:25:09.553253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-23T20:25:09.564487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-23T20:25:09.564889] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-23T20:25:09.565667] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-23T20:25:09.565719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:09.565750] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:09.565777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:09.565846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:09.627076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:09.628145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:09.628229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:09.628452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:09.754749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:09.754910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:09.754949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:09.754978] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:09.758681] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-23T20:25:09.759008] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-23T20:25:09.759151] [INFO ] [sig       ] JHX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:09.904279] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JHX.txt
[2025-12-23T20:25:09.904666] [INFO ] [sig       ] [1758/3557] Completed JHX in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:09.904709] [INFO ] [sig       ] [1759/3557] Forecasting JILL...
[2025-12-23T20:25:09.904740] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-23T20:25:09.904771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-23T20:25:09.917400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-23T20:25:09.917810] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-23T20:25:09.918621] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-23T20:25:09.918674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:09.918706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:09.918734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:09.918791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:09.976534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:09.977392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:09.977472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:09.977505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:10.102530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:10.102714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:10.102755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:10.102784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:10.106221] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-23T20:25:10.106546] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-23T20:25:10.106707] [INFO ] [sig       ] JILL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:10.252280] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JILL.txt
[2025-12-23T20:25:10.252449] [INFO ] [sig       ] [1759/3557] Completed JILL in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:10.252489] [INFO ] [sig       ] [1760/3557] Forecasting JIVE...
[2025-12-23T20:25:10.252520] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-23T20:25:10.252550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-23T20:25:10.263666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-23T20:25:10.264058] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-23T20:25:10.264854] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-23T20:25:10.264906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:10.264937] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:10.264965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:10.265020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:10.324706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:10.325643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:10.325767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:10.325802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:10.439206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:10.439374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:10.439417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:10.439447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:10.443088] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-23T20:25:10.443447] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-23T20:25:10.443615] [INFO ] [sig       ] JIVE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:10.595507] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JIVE.txt
[2025-12-23T20:25:10.595697] [INFO ] [sig       ] [1760/3557] Completed JIVE in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:10.595759] [INFO ] [sig       ] [1761/3557] Forecasting JJSF...
[2025-12-23T20:25:10.595805] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-23T20:25:10.595853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-23T20:25:10.607755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-23T20:25:10.608116] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-23T20:25:10.608947] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-23T20:25:10.609001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:10.609032] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:10.609059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:10.609115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:10.674170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:10.675245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:10.675355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:10.675404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:10.803601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:10.803767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:10.803807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:10.803836] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:10.807386] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-23T20:25:10.807689] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-23T20:25:10.807818] [INFO ] [sig       ] JJSF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:10.955223] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JJSF.txt
[2025-12-23T20:25:10.955381] [INFO ] [sig       ] [1761/3557] Completed JJSF in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:10.955426] [INFO ] [sig       ] [1762/3557] Forecasting JKHY...
[2025-12-23T20:25:10.955468] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-23T20:25:10.955523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-23T20:25:10.969936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-23T20:25:10.970720] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-23T20:25:10.971751] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-23T20:25:10.971807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:10.971840] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:10.971866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:10.971925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:11.030188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:11.031327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:11.031423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:11.031456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:11.154416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:11.154676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:11.154726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:11.154756] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:11.158821] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-23T20:25:11.159154] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-23T20:25:11.159323] [INFO ] [sig       ] JKHY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:11.306851] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JKHY.txt
[2025-12-23T20:25:11.307045] [INFO ] [sig       ] [1762/3557] Completed JKHY in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:11.307090] [INFO ] [sig       ] [1763/3557] Forecasting JKS...
[2025-12-23T20:25:11.307120] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-23T20:25:11.307155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-23T20:25:11.321435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-23T20:25:11.321889] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-23T20:25:11.322706] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-23T20:25:11.322760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:11.322793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:11.322819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:11.322874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:11.382963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:11.384140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:11.384226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:11.384261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:11.508309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:11.508476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:11.508518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:11.508548] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:11.512298] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-12-23T20:25:11.512778] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-23T20:25:11.512903] [INFO ] [sig       ] JKS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:11.652622] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JKS.txt
[2025-12-23T20:25:11.652788] [INFO ] [sig       ] [1763/3557] Completed JKS in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:11.652830] [INFO ] [sig       ] [1764/3557] Forecasting JLL...
[2025-12-23T20:25:11.652858] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-23T20:25:11.652887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-23T20:25:11.664226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-23T20:25:11.664566] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-23T20:25:11.665332] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-23T20:25:11.665384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:11.665416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:11.665442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:11.665497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:11.722590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:11.723455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:11.723749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:11.723784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:11.848702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:11.848857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:11.848898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:11.848927] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:11.852291] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-23T20:25:11.852562] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-23T20:25:11.852707] [INFO ] [sig       ] JLL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:11.993206] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JLL.txt
[2025-12-23T20:25:11.993536] [INFO ] [sig       ] [1764/3557] Completed JLL in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:11.993593] [INFO ] [sig       ] [1765/3557] Forecasting JLS...
[2025-12-23T20:25:11.993625] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-23T20:25:11.993655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-23T20:25:12.005233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-23T20:25:12.005591] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-23T20:25:12.006347] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-23T20:25:12.006399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:12.006430] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:12.006457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:12.006513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:12.066024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:12.066893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:12.066979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:12.067011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:12.181546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:12.181722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:12.181761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:12.181790] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:12.185107] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-23T20:25:12.185391] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-23T20:25:12.185514] [INFO ] [sig       ] JLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:12.329540] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JLS.txt
[2025-12-23T20:25:12.329731] [INFO ] [sig       ] [1765/3557] Completed JLS in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:12.329772] [INFO ] [sig       ] [1766/3557] Forecasting JMIA...
[2025-12-23T20:25:12.329800] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-23T20:25:12.329829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-23T20:25:12.341528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-23T20:25:12.341953] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-23T20:25:12.342795] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-23T20:25:12.342854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:12.342885] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:12.342912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:12.342967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:12.402712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:12.403597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:12.403680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:12.403714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:12.528516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:12.528695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:12.528737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:12.528768] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:12.535597] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-23T20:25:12.535922] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-23T20:25:12.536057] [INFO ] [sig       ] JMIA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:12.682055] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JMIA.txt
[2025-12-23T20:25:12.682251] [INFO ] [sig       ] [1766/3557] Completed JMIA in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:12.682302] [INFO ] [sig       ] [1767/3557] Forecasting JMSB...
[2025-12-23T20:25:12.682333] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-23T20:25:12.682363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-23T20:25:12.695794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-23T20:25:12.696216] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-23T20:25:12.697045] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-23T20:25:12.697100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:12.697173] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:12.697201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:12.697257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:12.754269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:12.755164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:12.755267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:12.755301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:12.859113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:12.859316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:12.859359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:12.859388] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:12.862788] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-23T20:25:12.863062] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-23T20:25:12.863186] [INFO ] [sig       ] JMSB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:13.005176] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JMSB.txt
[2025-12-23T20:25:13.005337] [INFO ] [sig       ] [1767/3557] Completed JMSB in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-23T20:25:13.005586] [INFO ] [sig       ] [1768/3557] Forecasting JNJ...
[2025-12-23T20:25:13.005619] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-23T20:25:13.005649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-23T20:25:13.017550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-23T20:25:13.017859] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-23T20:25:13.018645] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-23T20:25:13.018698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:13.018729] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:13.018755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:13.018810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:13.078078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:13.078883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:13.078963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:13.078994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:13.201444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:13.201612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:13.201653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:13.201682] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:13.204982] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-23T20:25:13.205253] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-23T20:25:13.205375] [INFO ] [sig       ] JNJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:13.344927] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JNJ.txt
[2025-12-23T20:25:13.345059] [INFO ] [sig       ] [1768/3557] Completed JNJ in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-23T20:25:13.345098] [INFO ] [sig       ] [1769/3557] Forecasting JOBY...
[2025-12-23T20:25:13.345129] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-23T20:25:13.345159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-23T20:25:13.356641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-23T20:25:13.357007] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-23T20:25:13.357848] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-23T20:25:13.357902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:13.357935] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:13.357963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:13.358019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:13.414626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:13.415243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:13.415317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:13.415349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:13.533272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:13.533423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:13.533462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:13.533490] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:13.536799] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-23T20:25:13.537066] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-23T20:25:13.537188] [INFO ] [sig       ] JOBY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:13.678785] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JOBY.txt
[2025-12-23T20:25:13.678910] [INFO ] [sig       ] [1769/3557] Completed JOBY in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-23T20:25:13.678950] [INFO ] [sig       ] [1770/3557] Forecasting JOE...
[2025-12-23T20:25:13.678979] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-23T20:25:13.679007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-23T20:25:13.689958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-23T20:25:13.690232] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-23T20:25:13.691004] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-23T20:25:13.691054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:13.691086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:13.691112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:13.691166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:13.747535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:13.748201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:13.748286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:13.748318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:13.866234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:13.866384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:13.866422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:13.866482] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:13.869809] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-23T20:25:13.870081] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-23T20:25:13.870215] [INFO ] [sig       ] JOE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:14.007405] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JOE.txt
[2025-12-23T20:25:14.007534] [INFO ] [sig       ] [1770/3557] Completed JOE in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-23T20:25:14.007589] [INFO ] [sig       ] [1771/3557] Forecasting JOF...
[2025-12-23T20:25:14.007623] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-23T20:25:14.007653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-23T20:25:14.018118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-23T20:25:14.018427] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-23T20:25:14.019282] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-23T20:25:14.019347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:14.019379] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:14.019405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:14.019463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:14.078781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:14.079904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:14.079992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:14.080025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:14.197051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:14.197197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:14.197237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:14.197265] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:14.200798] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-23T20:25:14.201087] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-23T20:25:14.201216] [INFO ] [sig       ] JOF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:14.350522] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JOF.txt
[2025-12-23T20:25:14.350694] [INFO ] [sig       ] [1771/3557] Completed JOF in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-23T20:25:14.350736] [INFO ] [sig       ] [1772/3557] Forecasting JPC...
[2025-12-23T20:25:14.350766] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-23T20:25:14.350796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-23T20:25:14.361566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-23T20:25:14.361869] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-23T20:25:14.362647] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-23T20:25:14.362698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:14.362729] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:14.362756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:14.362812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:14.419530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:14.420187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:14.420264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:14.420296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:14.537026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:14.537184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:14.537223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:14.537254] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:14.540946] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-23T20:25:14.541214] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-23T20:25:14.541334] [INFO ] [sig       ] JPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:14.680160] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JPC.txt
[2025-12-23T20:25:14.680288] [INFO ] [sig       ] [1772/3557] Completed JPC in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-23T20:25:14.680325] [INFO ] [sig       ] [1773/3557] Forecasting JPEF...
[2025-12-23T20:25:14.680356] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-23T20:25:14.680385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-23T20:25:14.690966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-23T20:25:14.691236] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-23T20:25:14.692018] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-23T20:25:14.692072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:14.692103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:14.692129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:14.692184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:14.747353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:14.748206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:14.748285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:14.748316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:14.878684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:14.878840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:14.878880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:14.878907] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:14.882256] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-23T20:25:14.882736] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-23T20:25:14.882861] [INFO ] [sig       ] JPEF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:15.022249] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JPEF.txt
[2025-12-23T20:25:15.022398] [INFO ] [sig       ] [1773/3557] Completed JPEF in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:15.022444] [INFO ] [sig       ] [1774/3557] Forecasting JPM...
[2025-12-23T20:25:15.022475] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-23T20:25:15.022516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-23T20:25:15.034440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-23T20:25:15.034814] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-23T20:25:15.035640] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-23T20:25:15.035694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:15.035726] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:15.035753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:15.035815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:15.092033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:15.092813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:15.092922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:15.092957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:15.216951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:15.217110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:15.217149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:15.217178] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:15.220713] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-23T20:25:15.220983] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-23T20:25:15.221109] [INFO ] [sig       ] JPM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:15.371230] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JPM.txt
[2025-12-23T20:25:15.371452] [INFO ] [sig       ] [1774/3557] Completed JPM in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:15.371513] [INFO ] [sig       ] [1775/3557] Forecasting JQC...
[2025-12-23T20:25:15.371552] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-23T20:25:15.371616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-23T20:25:15.385257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-23T20:25:15.385658] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-23T20:25:15.386448] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-23T20:25:15.386501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:15.386533] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:15.386561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:15.386641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:15.448559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:15.449688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:15.449830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:15.449865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:15.578988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:15.579157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:15.579222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:15.579255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:15.582943] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-23T20:25:15.583265] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-23T20:25:15.583430] [INFO ] [sig       ] JQC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:15.726210] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JQC.txt
[2025-12-23T20:25:15.726358] [INFO ] [sig       ] [1775/3557] Completed JQC in 0.4s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:15.726408] [INFO ] [sig       ] [1776/3557] Forecasting JRI...
[2025-12-23T20:25:15.726439] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-23T20:25:15.726477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-23T20:25:15.737980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-23T20:25:15.738292] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-23T20:25:15.739105] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-23T20:25:15.739159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:15.739217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:15.739245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:15.739306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:15.795008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:15.795661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:15.795738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:15.795770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:15.923404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:15.923555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:15.923612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:15.923642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:15.926924] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-23T20:25:15.927195] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-23T20:25:15.927334] [INFO ] [sig       ] JRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:16.067263] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JRI.txt
[2025-12-23T20:25:16.067420] [INFO ] [sig       ] [1776/3557] Completed JRI in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:16.067461] [INFO ] [sig       ] [1777/3557] Forecasting JRS...
[2025-12-23T20:25:16.067491] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-23T20:25:16.067521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-23T20:25:16.079392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-23T20:25:16.079763] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-23T20:25:16.080558] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-23T20:25:16.080634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:16.080670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:16.080699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:16.080756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:16.140957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:16.141806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:16.141916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:16.141977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:16.260819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:16.260972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:16.261011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:16.261040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:16.264365] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-23T20:25:16.264662] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-23T20:25:16.264787] [INFO ] [sig       ] JRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:16.410906] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JRS.txt
[2025-12-23T20:25:16.411069] [INFO ] [sig       ] [1777/3557] Completed JRS in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:16.411112] [INFO ] [sig       ] [1778/3557] Forecasting JSM...
[2025-12-23T20:25:16.411143] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-23T20:25:16.411173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-23T20:25:16.423728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-23T20:25:16.424183] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-23T20:25:16.425394] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-23T20:25:16.425480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:16.425523] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:16.425558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:16.425662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:16.484379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:16.485250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:16.485334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:16.485367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:16.604883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:16.605025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:16.605064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:16.605110] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:16.608802] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-23T20:25:16.609070] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-23T20:25:16.609208] [INFO ] [sig       ] JSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:16.751052] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JSM.txt
[2025-12-23T20:25:16.751209] [INFO ] [sig       ] [1778/3557] Completed JSM in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:16.751248] [INFO ] [sig       ] [1779/3557] Forecasting JSMD...
[2025-12-23T20:25:16.751285] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-23T20:25:16.751320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-23T20:25:16.762004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-23T20:25:16.762365] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-23T20:25:16.763154] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-23T20:25:16.763206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:16.763237] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:16.763264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:16.763319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:16.819238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:16.820076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:16.820154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:16.820187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:16.953869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:16.954034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:16.954085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:16.954116] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:16.957556] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=53.24%)
[2025-12-23T20:25:16.957842] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-23T20:25:16.957967] [INFO ] [sig       ] JSMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:17.096362] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JSMD.txt
[2025-12-23T20:25:17.096492] [INFO ] [sig       ] [1779/3557] Completed JSMD in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:17.096530] [INFO ] [sig       ] [1780/3557] Forecasting JSML...
[2025-12-23T20:25:17.096589] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-23T20:25:17.096622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-23T20:25:17.107100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-23T20:25:17.107416] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-23T20:25:17.108221] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-23T20:25:17.108275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:17.108312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:17.108340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:17.108397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:17.172073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:17.172857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:17.172953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:17.172987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:17.288932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:17.289084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:17.289124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:17.289155] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:17.292589] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-23T20:25:17.292872] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-23T20:25:17.292997] [INFO ] [sig       ] JSML: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:17.434724] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JSML.txt
[2025-12-23T20:25:17.434922] [INFO ] [sig       ] [1780/3557] Completed JSML in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:17.434976] [INFO ] [sig       ] [1781/3557] Forecasting JTAI...
[2025-12-23T20:25:17.435019] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-23T20:25:17.435062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-23T20:25:17.446489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-23T20:25:17.446792] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-23T20:25:17.447556] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-23T20:25:17.447626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:17.447660] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:17.447688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:17.447744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:17.504806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:17.505516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:17.505612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:17.505648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:17.624238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:17.624368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:17.624406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:17.624434] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:17.627662] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-23T20:25:17.627928] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-23T20:25:17.628048] [INFO ] [sig       ] JTAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:17.765710] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JTAI.txt
[2025-12-23T20:25:17.765827] [INFO ] [sig       ] [1781/3557] Completed JTAI in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:17.765865] [INFO ] [sig       ] [1782/3557] Forecasting JTEK...
[2025-12-23T20:25:17.765893] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-23T20:25:17.765922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-23T20:25:17.776887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-23T20:25:17.777171] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-23T20:25:17.777941] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-23T20:25:17.777993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:17.778035] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:17.778063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:17.778119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:17.836506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:17.837367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:17.837451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:17.837484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:17.958819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:17.958977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:17.959019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:17.959046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:17.962466] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-23T20:25:17.962762] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-23T20:25:17.962892] [INFO ] [sig       ] JTEK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:18.104649] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JTEK.txt
[2025-12-23T20:25:18.104782] [INFO ] [sig       ] [1782/3557] Completed JTEK in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:18.104822] [INFO ] [sig       ] [1783/3557] Forecasting JVA...
[2025-12-23T20:25:18.104850] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-23T20:25:18.104879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-23T20:25:18.115179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-23T20:25:18.115457] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-23T20:25:18.116216] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-23T20:25:18.116268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:18.116299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:18.116325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:18.116381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:18.173870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:18.174557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:18.174650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:18.174683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:18.293607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:18.293749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:18.293788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:18.293817] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:18.297076] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-23T20:25:18.297343] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-23T20:25:18.297462] [INFO ] [sig       ] JVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:18.440411] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/JVA.txt
[2025-12-23T20:25:18.440539] [INFO ] [sig       ] [1783/3557] Completed JVA in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:18.440783] [INFO ] [sig       ] [1784/3557] Forecasting JXN...
[2025-12-23T20:25:18.440815] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-23T20:25:18.440843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-23T20:25:18.452380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-23T20:25:18.452686] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-23T20:25:18.453431] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-23T20:25:18.453482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:18.453541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:18.453773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:18.453836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:18.511215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:18.512120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:18.512211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:18.512242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:18.634327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:18.634486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:18.634526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:18.634555] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:18.638029] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-12-23T20:25:18.638349] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-23T20:25:18.638488] [INFO ] [sig       ] JXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:18.782923] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/JXN.txt
[2025-12-23T20:25:18.783072] [INFO ] [sig       ] [1784/3557] Completed JXN in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-23T20:25:18.783112] [INFO ] [sig       ] [1785/3557] Forecasting KAI...
[2025-12-23T20:25:18.783142] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-23T20:25:18.783171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-23T20:25:18.794103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-23T20:25:18.794389] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-23T20:25:18.795188] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-23T20:25:18.795241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:18.795271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:18.795299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:18.795361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:18.852230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:18.853097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:18.853180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:18.853213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:18.979110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:18.979291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:18.979356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:18.979390] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:18.983457] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-23T20:25:18.983793] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-23T20:25:18.983928] [INFO ] [sig       ] KAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:19.134622] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KAI.txt
[2025-12-23T20:25:19.134797] [INFO ] [sig       ] [1785/3557] Completed KAI in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-23T20:25:19.134841] [INFO ] [sig       ] [1786/3557] Forecasting KARO...
[2025-12-23T20:25:19.134870] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-23T20:25:19.134916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-23T20:25:19.151041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-23T20:25:19.151515] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-23T20:25:19.152803] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-23T20:25:19.152878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:19.152932] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:19.152979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:19.153069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:19.215871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:19.216767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:19.216851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:19.216884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:19.338144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:19.338301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:19.338348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:19.338376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:19.341733] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-23T20:25:19.342007] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-23T20:25:19.342130] [INFO ] [sig       ] KARO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:19.480880] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KARO.txt
[2025-12-23T20:25:19.481001] [INFO ] [sig       ] [1786/3557] Completed KARO in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-23T20:25:19.481041] [INFO ] [sig       ] [1787/3557] Forecasting KB...
[2025-12-23T20:25:19.481070] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-23T20:25:19.481099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-23T20:25:19.492149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-23T20:25:19.492428] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-23T20:25:19.493201] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-23T20:25:19.493253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:19.493285] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:19.493311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:19.493367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:19.548467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:19.549073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:19.549147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:19.549196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:19.668327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:19.668458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:19.668496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:19.668550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:19.671875] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-12-23T20:25:19.672148] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-23T20:25:19.672273] [INFO ] [sig       ] KB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:19.810461] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KB.txt
[2025-12-23T20:25:19.810639] [INFO ] [sig       ] [1787/3557] Completed KB in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-23T20:25:19.810684] [INFO ] [sig       ] [1788/3557] Forecasting KBH...
[2025-12-23T20:25:19.810713] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-23T20:25:19.810743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-23T20:25:19.821554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-23T20:25:19.821895] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-23T20:25:19.822668] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-23T20:25:19.822720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:19.822750] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:19.822776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:19.822830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:19.880716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:19.881495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:19.881595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:19.881630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:20.001593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:20.001748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:20.001787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:20.001815] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:20.005151] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-23T20:25:20.005438] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-23T20:25:20.005745] [INFO ] [sig       ] KBH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:20.146968] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KBH.txt
[2025-12-23T20:25:20.147126] [INFO ] [sig       ] [1788/3557] Completed KBH in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-23T20:25:20.147171] [INFO ] [sig       ] [1789/3557] Forecasting KBWB...
[2025-12-23T20:25:20.147212] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-23T20:25:20.147258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-23T20:25:20.159086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-23T20:25:20.159458] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-23T20:25:20.160264] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-23T20:25:20.160317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:20.160348] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:20.160375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:20.160431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:20.224235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:20.224994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:20.225088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:20.225124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:20.356865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:20.357014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:20.357054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:20.357084] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:20.360761] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-12-23T20:25:20.361062] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-23T20:25:20.361216] [INFO ] [sig       ] KBWB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:20.507296] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KBWB.txt
[2025-12-23T20:25:20.507433] [INFO ] [sig       ] [1789/3557] Completed KBWB in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-23T20:25:20.507472] [INFO ] [sig       ] [1790/3557] Forecasting KBWD...
[2025-12-23T20:25:20.507503] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-23T20:25:20.507532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-23T20:25:20.519026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-23T20:25:20.519361] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-23T20:25:20.520184] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-23T20:25:20.520239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:20.520272] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:20.520300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:20.520364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:20.577330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:20.578035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:20.578113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:20.578146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:20.697979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:20.698130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:20.698168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:20.698195] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:20.701551] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-23T20:25:20.701843] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-23T20:25:20.701965] [INFO ] [sig       ] KBWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:20.839406] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KBWD.txt
[2025-12-23T20:25:20.839555] [INFO ] [sig       ] [1790/3557] Completed KBWD in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:20.839616] [INFO ] [sig       ] [1791/3557] Forecasting KBWP...
[2025-12-23T20:25:20.839649] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-23T20:25:20.839679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-23T20:25:20.850480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-23T20:25:20.850815] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-23T20:25:20.851610] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-23T20:25:20.851664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:20.851698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:20.851727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:20.851786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:20.908008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:20.908625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:20.908703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:20.908735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:21.018473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:21.018610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:21.018648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:21.018677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:21.021888] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-12-23T20:25:21.022159] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-23T20:25:21.022278] [INFO ] [sig       ] KBWP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:21.160504] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KBWP.txt
[2025-12-23T20:25:21.160682] [INFO ] [sig       ] [1791/3557] Completed KBWP in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:21.160725] [INFO ] [sig       ] [1792/3557] Forecasting KBWY...
[2025-12-23T20:25:21.160755] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-23T20:25:21.160784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-23T20:25:21.172763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-23T20:25:21.173143] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-23T20:25:21.173980] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-23T20:25:21.174036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:21.174070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:21.174098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:21.174156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:21.232832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:21.233695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:21.233781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:21.233814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:21.349939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:21.350085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:21.350124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:21.350154] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:21.353527] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-23T20:25:21.353820] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-23T20:25:21.353951] [INFO ] [sig       ] KBWY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:21.493492] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KBWY.txt
[2025-12-23T20:25:21.493676] [INFO ] [sig       ] [1792/3557] Completed KBWY in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:21.493720] [INFO ] [sig       ] [1793/3557] Forecasting KC...
[2025-12-23T20:25:21.493748] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-23T20:25:21.493778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-23T20:25:21.505101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-23T20:25:21.505406] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-23T20:25:21.506187] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-23T20:25:21.506240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:21.506271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:21.506297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:21.506369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:21.562785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:21.563476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:21.563555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:21.563618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:21.685802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:21.685954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:21.685992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:21.686021] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:21.689351] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-23T20:25:21.689644] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-23T20:25:21.689770] [INFO ] [sig       ] KC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:21.829517] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KC.txt
[2025-12-23T20:25:21.829654] [INFO ] [sig       ] [1793/3557] Completed KC in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:21.829694] [INFO ] [sig       ] [1794/3557] Forecasting KD...
[2025-12-23T20:25:21.829724] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-23T20:25:21.829753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-23T20:25:21.841226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-23T20:25:21.841538] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-23T20:25:21.842361] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-23T20:25:21.842415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:21.842447] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:21.842476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:21.842535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:21.899159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:21.900166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:21.900283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:21.900317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:22.020746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:22.020895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:22.020936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:22.020964] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:22.024333] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-23T20:25:22.024632] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-23T20:25:22.024758] [INFO ] [sig       ] KD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:22.165187] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KD.txt
[2025-12-23T20:25:22.165324] [INFO ] [sig       ] [1794/3557] Completed KD in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:22.165364] [INFO ] [sig       ] [1795/3557] Forecasting KDP...
[2025-12-23T20:25:22.165394] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-23T20:25:22.165423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-23T20:25:22.176835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-23T20:25:22.177112] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-23T20:25:22.177936] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-23T20:25:22.178007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:22.178040] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:22.178067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:22.178122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:22.233088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:22.233760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:22.233838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:22.233869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:22.350978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:22.351133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:22.351172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:22.351201] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:22.354554] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-23T20:25:22.354849] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-23T20:25:22.354970] [INFO ] [sig       ] KDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:22.492819] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KDP.txt
[2025-12-23T20:25:22.492977] [INFO ] [sig       ] [1795/3557] Completed KDP in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:22.493018] [INFO ] [sig       ] [1796/3557] Forecasting KE...
[2025-12-23T20:25:22.493048] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-23T20:25:22.493077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-23T20:25:22.504748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-23T20:25:22.505107] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-23T20:25:22.505891] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-23T20:25:22.505943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:22.505974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:22.506000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:22.506056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:22.562183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:22.563054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:22.563137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:22.563169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:22.679951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:22.680112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:22.680153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:22.680183] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:22.683646] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-23T20:25:22.683935] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-23T20:25:22.684065] [INFO ] [sig       ] KE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:22.824682] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KE.txt
[2025-12-23T20:25:22.824845] [INFO ] [sig       ] [1796/3557] Completed KE in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:22.824884] [INFO ] [sig       ] [1797/3557] Forecasting KELYA...
[2025-12-23T20:25:22.824913] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-23T20:25:22.824942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-23T20:25:22.837022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-23T20:25:22.837410] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-23T20:25:22.838214] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-23T20:25:22.838266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:22.838298] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:22.838326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:22.838381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:22.894463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:22.895289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:22.895369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:22.895407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:23.017212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:23.017365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:23.017407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:23.017436] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:23.020784] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-12-23T20:25:23.021058] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-23T20:25:23.021182] [INFO ] [sig       ] KELYA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:23.160492] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KELYA.txt
[2025-12-23T20:25:23.160674] [INFO ] [sig       ] [1797/3557] Completed KELYA in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:23.160717] [INFO ] [sig       ] [1798/3557] Forecasting KEN...
[2025-12-23T20:25:23.160746] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-23T20:25:23.160776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-23T20:25:23.172278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-23T20:25:23.172629] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-23T20:25:23.173458] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-23T20:25:23.173511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:23.173544] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:23.173589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:23.173649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:23.237649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:23.238418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:23.238501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:23.238533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:23.351887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:23.352029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:23.352069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:23.352097] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:23.355338] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-23T20:25:23.355630] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-23T20:25:23.355752] [INFO ] [sig       ] KEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:23.495161] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KEN.txt
[2025-12-23T20:25:23.495285] [INFO ] [sig       ] [1798/3557] Completed KEN in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:23.495328] [INFO ] [sig       ] [1799/3557] Forecasting KEP...
[2025-12-23T20:25:23.495358] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-23T20:25:23.495387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-23T20:25:23.509772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-23T20:25:23.510347] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-23T20:25:23.511305] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-23T20:25:23.511360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:23.511394] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:23.511421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:23.511480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:23.571268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:23.572449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:23.572543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:23.572594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:23.698825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:23.699038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:23.699085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:23.699113] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:23.703175] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-23T20:25:23.703483] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-23T20:25:23.703653] [INFO ] [sig       ] KEP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:23.847087] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KEP.txt
[2025-12-23T20:25:23.847278] [INFO ] [sig       ] [1799/3557] Completed KEP in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:23.847323] [INFO ] [sig       ] [1800/3557] Forecasting KEX...
[2025-12-23T20:25:23.847353] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-23T20:25:23.847384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-23T20:25:23.860506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-23T20:25:23.860924] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-23T20:25:23.861848] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-23T20:25:23.861905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:23.861940] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:23.861967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:23.862027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:23.922370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:23.923491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:23.923622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:23.923664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:24.049944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:24.050181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:24.050225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:24.050255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:24.054121] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-23T20:25:24.054506] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-23T20:25:24.054701] [INFO ] [sig       ] KEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:24.197267] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KEX.txt
[2025-12-23T20:25:24.197444] [INFO ] [sig       ] [1800/3557] Completed KEX in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:24.197485] [INFO ] [sig       ] [1801/3557] Forecasting KEYS...
[2025-12-23T20:25:24.197515] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-23T20:25:24.197546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-23T20:25:24.211976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-23T20:25:24.212470] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-23T20:25:24.213550] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-23T20:25:24.213804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:24.213874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:24.213902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:24.213959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:24.273670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:24.274850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:24.274944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:24.274979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:24.409329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:24.409593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:24.409641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:24.409670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:24.413751] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-23T20:25:24.414080] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-23T20:25:24.414217] [INFO ] [sig       ] KEYS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:24.563815] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KEYS.txt
[2025-12-23T20:25:24.564075] [INFO ] [sig       ] [1801/3557] Completed KEYS in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:24.564125] [INFO ] [sig       ] [1802/3557] Forecasting KFS...
[2025-12-23T20:25:24.564157] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-23T20:25:24.564191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-23T20:25:24.580515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-23T20:25:24.581192] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-23T20:25:24.582882] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-23T20:25:24.582968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:24.583016] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:24.583054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:24.583134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:24.649474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:24.653145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:24.653506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:24.653544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:24.785225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:24.785405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:24.785519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:24.785550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:24.789133] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-23T20:25:24.789453] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-23T20:25:24.789618] [INFO ] [sig       ] KFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:24.927900] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KFS.txt
[2025-12-23T20:25:24.928068] [INFO ] [sig       ] [1802/3557] Completed KFS in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-23T20:25:24.928120] [INFO ] [sig       ] [1803/3557] Forecasting KFY...
[2025-12-23T20:25:24.928154] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-23T20:25:24.928184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-23T20:25:24.941094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-23T20:25:24.941433] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-23T20:25:24.942300] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-23T20:25:24.942352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:24.942385] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:24.942413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:24.942470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:24.997384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:24.998090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:24.998170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:24.998201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:25.109771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:25.109937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:25.109977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:25.110006] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:25.113335] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=22.20%)
[2025-12-23T20:25:25.113628] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-23T20:25:25.113756] [INFO ] [sig       ] KFY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:25.254047] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KFY.txt
[2025-12-23T20:25:25.254192] [INFO ] [sig       ] [1803/3557] Completed KFY in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-23T20:25:25.254230] [INFO ] [sig       ] [1804/3557] Forecasting KGS...
[2025-12-23T20:25:25.254259] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-23T20:25:25.254288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-23T20:25:25.265706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-23T20:25:25.266043] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-23T20:25:25.266898] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-23T20:25:25.266951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:25.266983] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:25.267008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:25.267063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:25.322510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:25.323295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:25.323389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:25.323431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:25.442863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:25.443019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:25.443057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:25.443143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:25.447891] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-23T20:25:25.448230] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-23T20:25:25.448367] [INFO ] [sig       ] KGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:25.585496] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KGS.txt
[2025-12-23T20:25:25.585657] [INFO ] [sig       ] [1804/3557] Completed KGS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-23T20:25:25.585885] [INFO ] [sig       ] [1805/3557] Forecasting KHC...
[2025-12-23T20:25:25.585913] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-23T20:25:25.585942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-23T20:25:25.598049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-23T20:25:25.598375] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-23T20:25:25.599149] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-23T20:25:25.599225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:25.599257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:25.599284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:25.599339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:25.654206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:25.654910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:25.655000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:25.655032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:25.771921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:25.772075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:25.772114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:25.772143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:25.775464] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-23T20:25:25.775749] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-23T20:25:25.775874] [INFO ] [sig       ] KHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:25.911674] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KHC.txt
[2025-12-23T20:25:25.911812] [INFO ] [sig       ] [1805/3557] Completed KHC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-23T20:25:25.911851] [INFO ] [sig       ] [1806/3557] Forecasting KIDS...
[2025-12-23T20:25:25.911880] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-23T20:25:25.911909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-23T20:25:25.923232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-23T20:25:25.923540] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-23T20:25:25.924317] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-23T20:25:25.924369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:25.924410] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:25.924438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:25.924495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:25.979998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:25.980687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:25.980764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:25.980796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:26.102127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:26.102328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:26.102370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:26.102399] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:26.106285] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-12-23T20:25:26.106694] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-23T20:25:26.106842] [INFO ] [sig       ] KIDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:26.250516] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KIDS.txt
[2025-12-23T20:25:26.250689] [INFO ] [sig       ] [1806/3557] Completed KIDS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-23T20:25:26.250732] [INFO ] [sig       ] [1807/3557] Forecasting KIM...
[2025-12-23T20:25:26.250763] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-23T20:25:26.250793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-23T20:25:26.262313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-23T20:25:26.262639] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-23T20:25:26.263389] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-23T20:25:26.263441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:26.263472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:26.263499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:26.263554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:26.318204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:26.318923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:26.319000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:26.319032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:26.442461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:26.442637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:26.442678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:26.442706] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:26.446297] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-23T20:25:26.446599] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-23T20:25:26.446731] [INFO ] [sig       ] KIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:26.587090] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KIM.txt
[2025-12-23T20:25:26.587224] [INFO ] [sig       ] [1807/3557] Completed KIM in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:26.587263] [INFO ] [sig       ] [1808/3557] Forecasting KINS...
[2025-12-23T20:25:26.587292] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-23T20:25:26.587321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-23T20:25:26.599007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-23T20:25:26.599306] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-23T20:25:26.600086] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-23T20:25:26.600138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:26.600169] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:26.600195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:26.600250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:26.656636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:26.657234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:26.657311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:26.657342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:26.776857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:26.777030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:26.777070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:26.777101] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:26.780593] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=80.17%)
[2025-12-23T20:25:26.780907] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-23T20:25:26.781045] [INFO ] [sig       ] KINS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:26.922842] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KINS.txt
[2025-12-23T20:25:26.923026] [INFO ] [sig       ] [1808/3557] Completed KINS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:26.923068] [INFO ] [sig       ] [1809/3557] Forecasting KIO...
[2025-12-23T20:25:26.923098] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-23T20:25:26.923127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-23T20:25:26.935393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-23T20:25:26.935723] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-23T20:25:26.936496] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-23T20:25:26.936555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:26.936608] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:26.936638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:26.936695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:26.993548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:26.994226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:26.994305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:26.994338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:27.125473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:27.125674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:27.125716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:27.125746] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:27.129334] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-23T20:25:27.129752] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-23T20:25:27.129912] [INFO ] [sig       ] KIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:27.286085] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KIO.txt
[2025-12-23T20:25:27.286214] [INFO ] [sig       ] [1809/3557] Completed KIO in 0.4s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:27.286253] [INFO ] [sig       ] [1810/3557] Forecasting KKRS...
[2025-12-23T20:25:27.286282] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-23T20:25:27.286317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-23T20:25:27.297730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-23T20:25:27.297994] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-23T20:25:27.298752] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-23T20:25:27.298804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:27.298834] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:27.298861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:27.298916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:27.354974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:27.355831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:27.355913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:27.355944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:27.466671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:27.466833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:27.466873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:27.466903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:27.470216] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-23T20:25:27.470479] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-23T20:25:27.470623] [INFO ] [sig       ] KKRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:27.610352] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KKRS.txt
[2025-12-23T20:25:27.610492] [INFO ] [sig       ] [1810/3557] Completed KKRS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:27.610530] [INFO ] [sig       ] [1811/3557] Forecasting KLAC...
[2025-12-23T20:25:27.610559] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-23T20:25:27.610607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-23T20:25:27.622270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-23T20:25:27.622524] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-23T20:25:27.623317] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-23T20:25:27.623370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:27.623400] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:27.623427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:27.623487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:27.679477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:27.680083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:27.680179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:27.680212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:27.800246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:27.800370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:27.800406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:27.800435] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:27.803591] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-23T20:25:27.803856] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-23T20:25:27.803979] [INFO ] [sig       ] KLAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:27.944337] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KLAC.txt
[2025-12-23T20:25:27.944492] [INFO ] [sig       ] [1811/3557] Completed KLAC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:27.944531] [INFO ] [sig       ] [1812/3557] Forecasting KLIC...
[2025-12-23T20:25:27.944561] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-23T20:25:27.944613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-23T20:25:27.955984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-23T20:25:27.956229] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-23T20:25:27.956995] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-23T20:25:27.957047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:27.957078] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:27.957104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:27.957160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:28.012961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:28.013558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:28.013666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:28.013702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:28.135363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:28.135484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:28.135521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:28.135549] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:28.138769] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-23T20:25:28.139045] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-23T20:25:28.139166] [INFO ] [sig       ] KLIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:28.278236] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KLIC.txt
[2025-12-23T20:25:28.278351] [INFO ] [sig       ] [1812/3557] Completed KLIC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:28.278388] [INFO ] [sig       ] [1813/3557] Forecasting KLXE...
[2025-12-23T20:25:28.278430] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-23T20:25:28.278459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-23T20:25:28.289799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-23T20:25:28.290062] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-23T20:25:28.290821] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-23T20:25:28.290873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:28.290904] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:28.290930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:28.290985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:28.347153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:28.347743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:28.347817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:28.347848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:28.468796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:28.469082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:28.469123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:28.469206] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:28.472726] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-23T20:25:28.473009] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-23T20:25:28.473133] [INFO ] [sig       ] KLXE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:28.612172] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KLXE.txt
[2025-12-23T20:25:28.612300] [INFO ] [sig       ] [1813/3557] Completed KLXE in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:28.612337] [INFO ] [sig       ] [1814/3557] Forecasting KMB...
[2025-12-23T20:25:28.612367] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-23T20:25:28.612396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-23T20:25:28.624115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-23T20:25:28.624389] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-23T20:25:28.625201] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-23T20:25:28.625253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:28.625285] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:28.625311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:28.625367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:28.681516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:28.682121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:28.682196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:28.682232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:28.800356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:28.800518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:28.800565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:28.800625] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:28.803990] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-23T20:25:28.804258] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-23T20:25:28.804382] [INFO ] [sig       ] KMB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:28.943310] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KMB.txt
[2025-12-23T20:25:28.943509] [INFO ] [sig       ] [1814/3557] Completed KMB in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:28.943549] [INFO ] [sig       ] [1815/3557] Forecasting KMDA...
[2025-12-23T20:25:28.943596] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-23T20:25:28.943628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-23T20:25:28.954967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-23T20:25:28.955355] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-23T20:25:28.956165] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-23T20:25:28.956218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:28.956250] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:28.956277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:28.956332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:29.011988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:29.012607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:29.012683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:29.012728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:29.130482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:29.130628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:29.130666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:29.130695] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:29.133903] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=69.07%)
[2025-12-23T20:25:29.134166] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-23T20:25:29.134289] [INFO ] [sig       ] KMDA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:29.282971] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KMDA.txt
[2025-12-23T20:25:29.283104] [INFO ] [sig       ] [1815/3557] Completed KMDA in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:29.283148] [INFO ] [sig       ] [1816/3557] Forecasting KMI...
[2025-12-23T20:25:29.283178] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-23T20:25:29.283207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-23T20:25:29.294540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-23T20:25:29.294827] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-23T20:25:29.295598] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-23T20:25:29.295650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:29.295681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:29.295708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:29.295764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:29.351948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:29.352520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:29.352612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:29.352645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:29.470410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:29.470593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:29.470636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:29.470665] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:29.474054] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-23T20:25:29.474318] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-23T20:25:29.474441] [INFO ] [sig       ] KMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:29.612920] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KMI.txt
[2025-12-23T20:25:29.613032] [INFO ] [sig       ] [1816/3557] Completed KMI in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:29.613070] [INFO ] [sig       ] [1817/3557] Forecasting KMPB...
[2025-12-23T20:25:29.613100] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-23T20:25:29.613128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-23T20:25:29.625919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-23T20:25:29.626222] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-23T20:25:29.627107] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-23T20:25:29.627160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:29.627191] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:29.627217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:29.627283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:29.682736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:29.683307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:29.683381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:29.683413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:29.787434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:29.787542] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:25:29.787606] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:29.787643] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:29.790850] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-23T20:25:29.791109] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-23T20:25:29.791228] [INFO ] [sig       ] KMPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:29.929715] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KMPB.txt
[2025-12-23T20:25:29.929828] [INFO ] [sig       ] [1817/3557] Completed KMPB in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:29.929866] [INFO ] [sig       ] [1818/3557] Forecasting KMX...
[2025-12-23T20:25:29.929895] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-23T20:25:29.929924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-23T20:25:29.942849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-23T20:25:29.943114] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-23T20:25:29.943864] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-23T20:25:29.943916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:29.943986] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:29.944015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:29.944071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:30.000146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:30.001020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:30.001104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:30.001136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:30.118213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:30.118372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:30.118416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:30.118445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:30.121831] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-23T20:25:30.122105] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-23T20:25:30.122228] [INFO ] [sig       ] KMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:30.259090] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KMX.txt
[2025-12-23T20:25:30.259264] [INFO ] [sig       ] [1818/3557] Completed KMX in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:30.259305] [INFO ] [sig       ] [1819/3557] Forecasting KN...
[2025-12-23T20:25:30.259334] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-23T20:25:30.259365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-23T20:25:30.272314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-23T20:25:30.272713] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-23T20:25:30.273497] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-23T20:25:30.273563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:30.273617] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:30.273645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:30.273700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:30.329260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:30.330136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:30.330220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:30.330252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:30.452550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:30.452750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:30.452791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:30.452820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:30.456363] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=42.30%)
[2025-12-23T20:25:30.456686] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-23T20:25:30.456823] [INFO ] [sig       ] KN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:30.596102] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KN.txt
[2025-12-23T20:25:30.596268] [INFO ] [sig       ] [1819/3557] Completed KN in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:30.596308] [INFO ] [sig       ] [1820/3557] Forecasting KNF...
[2025-12-23T20:25:30.596338] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-23T20:25:30.596367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-23T20:25:30.610927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-23T20:25:30.611331] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-23T20:25:30.612164] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-23T20:25:30.612218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:30.612249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:30.612275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:30.612329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:30.667565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:30.668402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:30.668482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:30.668515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:30.784199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:30.784363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:30.784403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:30.784431] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:30.787754] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-23T20:25:30.788020] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-23T20:25:30.788143] [INFO ] [sig       ] KNF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:30.929511] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KNF.txt
[2025-12-23T20:25:30.929725] [INFO ] [sig       ] [1820/3557] Completed KNF in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-23T20:25:30.929783] [INFO ] [sig       ] [1821/3557] Forecasting KNOP...
[2025-12-23T20:25:30.929814] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-23T20:25:30.929845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-23T20:25:30.942706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-23T20:25:30.943112] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-23T20:25:30.943919] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-23T20:25:30.943971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:30.944001] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:30.944027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:30.944082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:31.000311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:31.001164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:31.001247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:31.001278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:31.126266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:31.126425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:31.126465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:31.126494] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:31.130203] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-23T20:25:31.130484] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-23T20:25:31.130636] [INFO ] [sig       ] KNOP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:31.274483] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KNOP.txt
[2025-12-23T20:25:31.274661] [INFO ] [sig       ] [1821/3557] Completed KNOP in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-23T20:25:31.274703] [INFO ] [sig       ] [1822/3557] Forecasting KNSA...
[2025-12-23T20:25:31.274735] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-23T20:25:31.274764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-23T20:25:31.287332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-23T20:25:31.287741] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-23T20:25:31.288521] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-23T20:25:31.288597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:31.288634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:31.288664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:31.288720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:31.346080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:31.346929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:31.347011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:31.347043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:31.469050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:31.469239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:31.469282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:31.469310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:31.472800] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-23T20:25:31.473113] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-23T20:25:31.473253] [INFO ] [sig       ] KNSA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:31.616565] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KNSA.txt
[2025-12-23T20:25:31.616774] [INFO ] [sig       ] [1822/3557] Completed KNSA in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-23T20:25:31.616815] [INFO ] [sig       ] [1823/3557] Forecasting KNSL...
[2025-12-23T20:25:31.616843] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-23T20:25:31.616872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-23T20:25:31.635838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-23T20:25:31.636489] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-23T20:25:31.637559] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-23T20:25:31.637648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:31.637682] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:31.637709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:31.637767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:31.694115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:31.695286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:31.695383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:31.695416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:31.821181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:31.821415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:31.821460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:31.821490] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:31.825605] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-12-23T20:25:31.825934] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-23T20:25:31.826100] [INFO ] [sig       ] KNSL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:31.969369] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KNSL.txt
[2025-12-23T20:25:31.970044] [INFO ] [sig       ] [1823/3557] Completed KNSL in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-23T20:25:31.970101] [INFO ] [sig       ] [1824/3557] Forecasting KNTK...
[2025-12-23T20:25:31.970134] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-23T20:25:31.970167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-23T20:25:31.985190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-23T20:25:31.985811] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-23T20:25:31.986854] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-23T20:25:31.986913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:31.986947] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:31.986976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:31.987036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:32.046022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:32.047214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:32.047322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:32.047359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:32.169523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:32.169765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:32.169813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:32.169842] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:32.173744] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-23T20:25:32.174079] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-23T20:25:32.174215] [INFO ] [sig       ] KNTK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:32.318202] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KNTK.txt
[2025-12-23T20:25:32.318475] [INFO ] [sig       ] [1824/3557] Completed KNTK in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:32.318528] [INFO ] [sig       ] [1825/3557] Forecasting KNX...
[2025-12-23T20:25:32.318561] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-23T20:25:32.318615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-23T20:25:32.332889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-23T20:25:32.333319] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-23T20:25:32.334528] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-23T20:25:32.334602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:32.334644] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:32.334673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:32.334737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:32.394955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:32.396190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:32.396291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:32.396324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:32.527378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:32.527663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:32.527714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:32.527743] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:32.532013] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-23T20:25:32.532369] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-23T20:25:32.532517] [INFO ] [sig       ] KNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:32.677890] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KNX.txt
[2025-12-23T20:25:32.678080] [INFO ] [sig       ] [1825/3557] Completed KNX in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:32.678126] [INFO ] [sig       ] [1826/3557] Forecasting KOD...
[2025-12-23T20:25:32.678157] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-23T20:25:32.678189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-23T20:25:32.692122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-23T20:25:32.692551] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-23T20:25:32.693415] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-23T20:25:32.693468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:32.693500] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:32.693527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:32.693606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:32.750904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:32.752014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:32.752106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:32.752139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:32.879629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:32.879893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:32.879968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:32.880000] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:32.884026] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-23T20:25:32.884486] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-23T20:25:32.884659] [INFO ] [sig       ] KOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:33.027046] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KOD.txt
[2025-12-23T20:25:33.027268] [INFO ] [sig       ] [1826/3557] Completed KOD in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:33.027313] [INFO ] [sig       ] [1827/3557] Forecasting KODK...
[2025-12-23T20:25:33.027341] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-23T20:25:33.027371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-23T20:25:33.044340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-23T20:25:33.044992] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-23T20:25:33.046074] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-23T20:25:33.046134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:33.046168] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:33.046197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:33.046258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:33.106170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:33.107310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:33.107435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:33.107468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:33.238403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:33.238660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:33.238708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:33.238737] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:33.243187] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-23T20:25:33.243521] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-23T20:25:33.243683] [INFO ] [sig       ] KODK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:33.391110] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KODK.txt
[2025-12-23T20:25:33.391335] [INFO ] [sig       ] [1827/3557] Completed KODK in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:33.391386] [INFO ] [sig       ] [1828/3557] Forecasting KOF...
[2025-12-23T20:25:33.391423] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-23T20:25:33.391459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-23T20:25:33.404502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-23T20:25:33.405057] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-23T20:25:33.406010] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-23T20:25:33.406067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:33.406100] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:33.406127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:33.406185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:33.465286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:33.466535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:33.466693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:33.466729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:33.599716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:33.599888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:33.599947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:33.599996] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:33.603940] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2025-12-23T20:25:33.604238] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-23T20:25:33.604375] [INFO ] [sig       ] KOF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:33.758983] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KOF.txt
[2025-12-23T20:25:33.759143] [INFO ] [sig       ] [1828/3557] Completed KOF in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:33.759205] [INFO ] [sig       ] [1829/3557] Forecasting KOP...
[2025-12-23T20:25:33.759239] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-23T20:25:33.759269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-23T20:25:33.773632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-23T20:25:33.774057] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-23T20:25:33.775058] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-23T20:25:33.775113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:33.775144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:33.775170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:33.775226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:33.830757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:33.831676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:33.831785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:33.831816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:33.950787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:33.950953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:33.950994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:33.951023] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:33.954472] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-23T20:25:33.954815] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-23T20:25:33.954953] [INFO ] [sig       ] KOP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:34.108547] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KOP.txt
[2025-12-23T20:25:34.108733] [INFO ] [sig       ] [1829/3557] Completed KOP in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:34.108773] [INFO ] [sig       ] [1830/3557] Forecasting KOPN...
[2025-12-23T20:25:34.108803] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-23T20:25:34.108832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-23T20:25:34.120894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-23T20:25:34.121280] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-23T20:25:34.122085] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-23T20:25:34.122139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:34.122185] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:34.122214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:34.122272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:34.188910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:34.189823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:34.189917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:34.189953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:34.312145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:34.312382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:34.312431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:34.312462] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:34.316492] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-23T20:25:34.316854] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-23T20:25:34.317073] [INFO ] [sig       ] KOPN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:34.460333] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KOPN.txt
[2025-12-23T20:25:34.460552] [INFO ] [sig       ] [1830/3557] Completed KOPN in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:34.460616] [INFO ] [sig       ] [1831/3557] Forecasting KOSS...
[2025-12-23T20:25:34.460650] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-23T20:25:34.460680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-23T20:25:34.478115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-23T20:25:34.478691] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-23T20:25:34.479690] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-23T20:25:34.479746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:34.479779] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:34.479806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:34.479865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:34.540448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:34.541858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:34.541961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:34.541995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:34.667873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:34.668119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:34.668168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:34.668202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:34.672305] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-12-23T20:25:34.672687] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-23T20:25:34.672844] [INFO ] [sig       ] KOSS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:34.842991] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KOSS.txt
[2025-12-23T20:25:34.843244] [INFO ] [sig       ] [1831/3557] Completed KOSS in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:34.843290] [INFO ] [sig       ] [1832/3557] Forecasting KPRX...
[2025-12-23T20:25:34.843321] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-23T20:25:34.843354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-23T20:25:34.856455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-23T20:25:34.857175] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-23T20:25:34.858113] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-23T20:25:34.858168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:34.858200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:34.858227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:34.858285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:34.916982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:34.918366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:34.918480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:34.918514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:35.035943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:35.036180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:35.036229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:35.036259] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:35.040211] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-23T20:25:35.040529] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-23T20:25:35.040686] [INFO ] [sig       ] KPRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:35.192008] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KPRX.txt
[2025-12-23T20:25:35.192206] [INFO ] [sig       ] [1832/3557] Completed KPRX in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:35.192247] [INFO ] [sig       ] [1833/3557] Forecasting KPTI...
[2025-12-23T20:25:35.192279] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-23T20:25:35.192310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-23T20:25:35.205764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-23T20:25:35.206520] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-23T20:25:35.207407] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-23T20:25:35.207462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:35.207493] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:35.207520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:35.207593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:35.266843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:35.268020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:35.268120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:35.268153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:35.393850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:35.394138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:35.394191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:35.394222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:35.398384] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-12-23T20:25:35.398769] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-23T20:25:35.398939] [INFO ] [sig       ] KPTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:35.603872] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KPTI.txt
[2025-12-23T20:25:35.604033] [INFO ] [sig       ] [1833/3557] Completed KPTI in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:35.604090] [INFO ] [sig       ] [1834/3557] Forecasting KRC...
[2025-12-23T20:25:35.604123] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-23T20:25:35.604154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-23T20:25:35.616382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-23T20:25:35.616804] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-23T20:25:35.617602] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-23T20:25:35.617656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:35.617688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:35.617715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:35.617771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:35.674628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:35.675712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:35.675799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:35.675832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:35.796771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:35.796934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:35.796975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:35.797004] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:35.800532] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-23T20:25:35.800940] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-23T20:25:35.801088] [INFO ] [sig       ] KRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:35.947136] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRC.txt
[2025-12-23T20:25:35.947296] [INFO ] [sig       ] [1834/3557] Completed KRC in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:35.947337] [INFO ] [sig       ] [1835/3557] Forecasting KREF...
[2025-12-23T20:25:35.947369] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-23T20:25:35.947408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-23T20:25:35.960068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-23T20:25:35.960493] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-23T20:25:35.961349] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-23T20:25:35.961410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:35.961478] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:35.961507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:35.961570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:36.022685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:36.023619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:36.023716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:36.023754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:36.141807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:36.141968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:36.142008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:36.142037] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:36.145456] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-23T20:25:36.145795] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-23T20:25:36.145948] [INFO ] [sig       ] KREF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:36.288347] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KREF.txt
[2025-12-23T20:25:36.288505] [INFO ] [sig       ] [1835/3557] Completed KREF in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:36.288546] [INFO ] [sig       ] [1836/3557] Forecasting KRG...
[2025-12-23T20:25:36.288597] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-23T20:25:36.288629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-23T20:25:36.300264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-23T20:25:36.300687] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-23T20:25:36.301499] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-23T20:25:36.301554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:36.301615] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:36.301644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:36.301701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:36.359074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:36.360020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:36.360104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:36.360138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:36.480073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:36.480239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:36.480281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:36.480310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:36.483834] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-23T20:25:36.484197] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-23T20:25:36.484349] [INFO ] [sig       ] KRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:36.624196] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRG.txt
[2025-12-23T20:25:36.624330] [INFO ] [sig       ] [1836/3557] Completed KRG in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:36.624369] [INFO ] [sig       ] [1837/3557] Forecasting KRMD...
[2025-12-23T20:25:36.624399] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-23T20:25:36.624428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-23T20:25:36.635889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-23T20:25:36.636235] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-23T20:25:36.637011] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-23T20:25:36.637063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:36.637095] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:36.637122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:36.637177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:36.692962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:36.693850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:36.693933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:36.693965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:36.812684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:36.812843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:36.812883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:36.812927] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:36.816296] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-23T20:25:36.816604] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-23T20:25:36.816735] [INFO ] [sig       ] KRMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:36.954700] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRMD.txt
[2025-12-23T20:25:36.954831] [INFO ] [sig       ] [1837/3557] Completed KRMD in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-23T20:25:36.954869] [INFO ] [sig       ] [1838/3557] Forecasting KRNY...
[2025-12-23T20:25:36.954898] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-23T20:25:36.954928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-23T20:25:36.967246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-23T20:25:36.967659] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-23T20:25:36.968496] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-23T20:25:36.968550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:36.968600] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:36.968629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:36.968687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:37.024170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:37.025075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:37.025160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:37.025193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:37.143215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:37.143380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:37.143419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:37.143483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:37.146902] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-23T20:25:37.147183] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-23T20:25:37.147313] [INFO ] [sig       ] KRNY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:37.286874] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KRNY.txt
[2025-12-23T20:25:37.287032] [INFO ] [sig       ] [1838/3557] Completed KRNY in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-23T20:25:37.287074] [INFO ] [sig       ] [1839/3557] Forecasting KRO...
[2025-12-23T20:25:37.287104] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-23T20:25:37.287135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-23T20:25:37.299526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-23T20:25:37.299927] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-23T20:25:37.300736] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-23T20:25:37.300793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:37.300829] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:37.300856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:37.300914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:37.360642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:37.361455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:37.361557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:37.361612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:37.482710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:37.482901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:37.482955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:37.482995] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:37.487959] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-23T20:25:37.488372] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-23T20:25:37.488556] [INFO ] [sig       ] KRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:37.638292] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRO.txt
[2025-12-23T20:25:37.638453] [INFO ] [sig       ] [1839/3557] Completed KRO in 0.4s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-23T20:25:37.638492] [INFO ] [sig       ] [1840/3557] Forecasting KROS...
[2025-12-23T20:25:37.638522] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-23T20:25:37.638553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-23T20:25:37.650294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-23T20:25:37.650713] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-23T20:25:37.651500] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-23T20:25:37.651553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:37.651618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:37.651647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:37.651703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:37.711045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:37.711969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:37.712051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:37.712085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:37.836966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:37.837125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:37.837166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:37.837197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:37.840730] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=77.54%)
[2025-12-23T20:25:37.841063] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-23T20:25:37.841195] [INFO ] [sig       ] KROS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:37.984050] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KROS.txt
[2025-12-23T20:25:37.984195] [INFO ] [sig       ] [1840/3557] Completed KROS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-23T20:25:37.984234] [INFO ] [sig       ] [1841/3557] Forecasting KRP...
[2025-12-23T20:25:37.984264] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-23T20:25:37.984295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-23T20:25:37.996390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-23T20:25:37.996717] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-23T20:25:37.997479] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-23T20:25:37.997532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:37.997563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:37.997624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:37.997682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:38.052835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:38.053599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:38.053680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:38.053713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:38.175002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:38.175162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:38.175201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:38.175231] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:38.178536] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-23T20:25:38.178821] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-23T20:25:38.178945] [INFO ] [sig       ] KRP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:38.321048] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRP.txt
[2025-12-23T20:25:38.321202] [INFO ] [sig       ] [1841/3557] Completed KRP in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-23T20:25:38.321243] [INFO ] [sig       ] [1842/3557] Forecasting KRRO...
[2025-12-23T20:25:38.321272] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-23T20:25:38.321302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-23T20:25:38.333116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-23T20:25:38.333445] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-23T20:25:38.334221] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-23T20:25:38.334274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:38.334305] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:38.334331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:38.334387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:38.390474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:38.391251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:38.391329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:38.391361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:38.516193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:38.516370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:38.516414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:38.516443] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:38.520376] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-23T20:25:38.520833] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-23T20:25:38.521005] [INFO ] [sig       ] KRRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:38.666034] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRRO.txt
[2025-12-23T20:25:38.666191] [INFO ] [sig       ] [1842/3557] Completed KRRO in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:38.666232] [INFO ] [sig       ] [1843/3557] Forecasting KRUS...
[2025-12-23T20:25:38.666262] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-23T20:25:38.666291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-23T20:25:38.680725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-23T20:25:38.681273] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-23T20:25:38.682255] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-23T20:25:38.682314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:38.682349] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:38.682378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:38.682437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:38.742921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:38.744211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:38.744352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:38.744390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:38.862718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:38.862879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:38.862922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:38.862950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:38.866531] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-23T20:25:38.866882] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-23T20:25:38.867052] [INFO ] [sig       ] KRUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:39.006985] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KRUS.txt
[2025-12-23T20:25:39.007442] [INFO ] [sig       ] [1843/3557] Completed KRUS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:39.007490] [INFO ] [sig       ] [1844/3557] Forecasting KRYS...
[2025-12-23T20:25:39.007524] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-23T20:25:39.007555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-23T20:25:39.250786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-23T20:25:39.251382] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-23T20:25:39.252400] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-23T20:25:39.252457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:39.252491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:39.252518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:39.252603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:39.311776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:39.312765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:39.312849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:39.312883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:39.440114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:39.440281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:39.440324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:39.440355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:39.443945] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-23T20:25:39.444221] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-23T20:25:39.444353] [INFO ] [sig       ] KRYS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:39.608188] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KRYS.txt
[2025-12-23T20:25:39.608371] [INFO ] [sig       ] [1844/3557] Completed KRYS in 0.6s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:39.608412] [INFO ] [sig       ] [1845/3557] Forecasting KSCP...
[2025-12-23T20:25:39.608441] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-23T20:25:39.608477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-23T20:25:39.621869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-23T20:25:39.622555] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-23T20:25:39.623560] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-23T20:25:39.623639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:39.623674] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:39.623704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:39.623764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:39.683791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:39.685011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:39.685158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:39.685194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:39.810361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:39.810618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:39.810667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:39.810695] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:39.814479] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-23T20:25:39.814796] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-23T20:25:39.814935] [INFO ] [sig       ] KSCP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:39.958014] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KSCP.txt
[2025-12-23T20:25:39.958244] [INFO ] [sig       ] [1845/3557] Completed KSCP in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:39.958287] [INFO ] [sig       ] [1846/3557] Forecasting KSPI...
[2025-12-23T20:25:39.958318] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-23T20:25:39.958348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-23T20:25:39.971858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-23T20:25:39.972341] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-23T20:25:39.973258] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-23T20:25:39.973313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:39.973345] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:39.973370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:39.973427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:40.032140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:40.033256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:40.033349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:40.033382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:40.158546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:40.158848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:40.158897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:40.158926] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:40.162937] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-23T20:25:40.163310] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-23T20:25:40.163459] [INFO ] [sig       ] KSPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:40.335821] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KSPI.txt
[2025-12-23T20:25:40.336060] [INFO ] [sig       ] [1846/3557] Completed KSPI in 0.4s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:40.336117] [INFO ] [sig       ] [1847/3557] Forecasting KSS...
[2025-12-23T20:25:40.336158] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-23T20:25:40.336189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-23T20:25:40.349312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-23T20:25:40.349763] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-23T20:25:40.350595] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-23T20:25:40.350648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:40.350680] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:40.350706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:40.350761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:40.407068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:40.407972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:40.408103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:40.408140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:40.530007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:40.530170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:40.530211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:40.530240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:40.533675] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-23T20:25:40.533973] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-23T20:25:40.534107] [INFO ] [sig       ] KSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:40.674655] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KSS.txt
[2025-12-23T20:25:40.674819] [INFO ] [sig       ] [1847/3557] Completed KSS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:40.674860] [INFO ] [sig       ] [1848/3557] Forecasting KTB...
[2025-12-23T20:25:40.674891] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-23T20:25:40.674922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-23T20:25:40.689311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-23T20:25:40.689780] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-23T20:25:40.690888] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-23T20:25:40.690969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:40.691019] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:40.691060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:40.691139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:40.757776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:40.758685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:40.758771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:40.758805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:40.881106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:40.881266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:40.881307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:40.881335] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:40.884764] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-23T20:25:40.885076] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-23T20:25:40.885209] [INFO ] [sig       ] KTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:41.028065] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KTB.txt
[2025-12-23T20:25:41.028307] [INFO ] [sig       ] [1848/3557] Completed KTB in 0.4s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:41.028364] [INFO ] [sig       ] [1849/3557] Forecasting KTCC...
[2025-12-23T20:25:41.028407] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-23T20:25:41.028440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-23T20:25:41.039469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-23T20:25:41.039874] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-23T20:25:41.040681] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-23T20:25:41.040734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:41.040767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:41.040794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:41.040850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:41.096624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:41.097466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:41.097550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:41.097604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:41.204832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:41.205000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:41.205041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:41.205069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:41.208473] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-23T20:25:41.208824] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-23T20:25:41.208962] [INFO ] [sig       ] KTCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:41.351888] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KTCC.txt
[2025-12-23T20:25:41.352056] [INFO ] [sig       ] [1849/3557] Completed KTCC in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:41.352097] [INFO ] [sig       ] [1850/3557] Forecasting KTF...
[2025-12-23T20:25:41.352127] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-23T20:25:41.352158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-23T20:25:41.363502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-23T20:25:41.363894] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-23T20:25:41.364714] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-23T20:25:41.364768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:41.364800] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:41.364827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:41.364883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:41.422676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:41.423525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:41.423716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:41.423776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:41.549355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:41.549497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:41.549538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:41.549566] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:41.552913] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-23T20:25:41.553185] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-23T20:25:41.553308] [INFO ] [sig       ] KTF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:41.691702] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KTF.txt
[2025-12-23T20:25:41.691863] [INFO ] [sig       ] [1850/3557] Completed KTF in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:41.691905] [INFO ] [sig       ] [1851/3557] Forecasting KURA...
[2025-12-23T20:25:41.691937] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-23T20:25:41.691966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-23T20:25:41.703215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-23T20:25:41.703627] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-23T20:25:41.704480] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-23T20:25:41.704537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:41.704570] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:41.704621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:41.704679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:41.761808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:41.762724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:41.762814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:41.762849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:41.888644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:41.888798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:41.888838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:41.888866] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:41.892365] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-23T20:25:41.892660] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-23T20:25:41.892796] [INFO ] [sig       ] KURA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:42.032815] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KURA.txt
[2025-12-23T20:25:42.032972] [INFO ] [sig       ] [1851/3557] Completed KURA in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:42.033013] [INFO ] [sig       ] [1852/3557] Forecasting KVHI...
[2025-12-23T20:25:42.033044] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-23T20:25:42.033074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-23T20:25:42.043626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-23T20:25:42.043959] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-23T20:25:42.044764] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-23T20:25:42.044816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:42.044888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:42.044916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:42.044983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:42.102373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:42.103243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:42.103332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:42.103366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:42.219223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:42.219377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:42.219419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:42.219450] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:42.222883] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-23T20:25:42.223167] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-23T20:25:42.223292] [INFO ] [sig       ] KVHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:42.378724] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KVHI.txt
[2025-12-23T20:25:42.378892] [INFO ] [sig       ] [1852/3557] Completed KVHI in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:42.378935] [INFO ] [sig       ] [1853/3557] Forecasting KVUE...
[2025-12-23T20:25:42.378967] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-23T20:25:42.378998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-23T20:25:42.390695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-23T20:25:42.391016] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-23T20:25:42.391829] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-23T20:25:42.391883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:42.391916] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:42.391943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:42.392001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:42.449936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:42.450752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:42.450836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:42.450869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:42.566732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:42.566894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:42.566938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:42.566966] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:42.570754] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-12-23T20:25:42.571045] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-23T20:25:42.571175] [INFO ] [sig       ] KVUE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:42.709650] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KVUE.txt
[2025-12-23T20:25:42.709786] [INFO ] [sig       ] [1853/3557] Completed KVUE in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-23T20:25:42.709825] [INFO ] [sig       ] [1854/3557] Forecasting KVYO...
[2025-12-23T20:25:42.709854] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-23T20:25:42.709883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-23T20:25:42.721600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-23T20:25:42.721912] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-23T20:25:42.722701] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-23T20:25:42.722766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:42.722800] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:42.722829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:42.722886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:42.778918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:42.779643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:42.779724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:42.779756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:42.899840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:42.899979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:42.900018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:42.900046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:42.903331] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-23T20:25:42.903620] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-23T20:25:42.903743] [INFO ] [sig       ] KVYO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:43.044064] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KVYO.txt
[2025-12-23T20:25:43.044199] [INFO ] [sig       ] [1854/3557] Completed KVYO in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:43.044245] [INFO ] [sig       ] [1855/3557] Forecasting KYN...
[2025-12-23T20:25:43.044274] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-23T20:25:43.044305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-23T20:25:43.056695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-23T20:25:43.057027] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-23T20:25:43.057810] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-23T20:25:43.057863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:43.057894] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:43.057927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:43.057982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:43.114168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:43.114935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:43.115029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:43.115063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:43.230801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:43.230961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:43.231002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:43.231063] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:43.234613] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-23T20:25:43.234892] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-23T20:25:43.235023] [INFO ] [sig       ] KYN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:43.375262] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KYN.txt
[2025-12-23T20:25:43.375430] [INFO ] [sig       ] [1855/3557] Completed KYN in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:43.375472] [INFO ] [sig       ] [1856/3557] Forecasting KYTX...
[2025-12-23T20:25:43.375503] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-23T20:25:43.375533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-23T20:25:43.387553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-23T20:25:43.387964] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-23T20:25:43.389260] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-23T20:25:43.389329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:43.389369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:43.389404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:43.389481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:43.447055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:43.447897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:43.447980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:43.448013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:43.566402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:43.566555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:43.566612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:43.566641] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:43.570101] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-23T20:25:43.570375] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-23T20:25:43.570500] [INFO ] [sig       ] KYTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:43.707685] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/KYTX.txt
[2025-12-23T20:25:43.707804] [INFO ] [sig       ] [1856/3557] Completed KYTX in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:43.707843] [INFO ] [sig       ] [1857/3557] Forecasting KZIA...
[2025-12-23T20:25:43.707872] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-23T20:25:43.707900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-23T20:25:43.719544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-23T20:25:43.719904] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-23T20:25:43.720709] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-23T20:25:43.720764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:43.720795] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:43.720822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:43.720879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:43.781688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:43.782411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:43.782505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:43.782540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:43.898087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:43.898226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:43.898264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:43.898292] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:43.901584] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-12-23T20:25:43.901856] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-23T20:25:43.901984] [INFO ] [sig       ] KZIA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:44.038773] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/KZIA.txt
[2025-12-23T20:25:44.038898] [INFO ] [sig       ] [1857/3557] Completed KZIA in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:44.038938] [INFO ] [sig       ] [1858/3557] Forecasting L...
[2025-12-23T20:25:44.038968] [INFO ] [sig       ] Generating forecast for: L
[2025-12-23T20:25:44.038998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-23T20:25:44.050689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-23T20:25:44.050995] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-23T20:25:44.051803] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-23T20:25:44.051857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:44.051889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:44.051917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:44.051978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:44.109612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:44.110242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:44.110319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:44.110352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:44.228030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:44.228185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:44.228223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:44.228249] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:44.231718] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=48.55%)
[2025-12-23T20:25:44.232025] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-23T20:25:44.232154] [INFO ] [sig       ] L: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:44.371087] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/L.txt
[2025-12-23T20:25:44.371218] [INFO ] [sig       ] [1858/3557] Completed L in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:44.371258] [INFO ] [sig       ] [1859/3557] Forecasting LAB...
[2025-12-23T20:25:44.371289] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-23T20:25:44.371319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-23T20:25:44.383065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-23T20:25:44.383391] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-23T20:25:44.384204] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-23T20:25:44.384259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:44.384291] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:44.384318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:44.384376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:44.442525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:44.443379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:44.443460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:44.443493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:44.564090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:44.564259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:44.564301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:44.564328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:44.567731] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-23T20:25:44.568037] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-23T20:25:44.568167] [INFO ] [sig       ] LAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:44.710872] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LAB.txt
[2025-12-23T20:25:44.711028] [INFO ] [sig       ] [1859/3557] Completed LAB in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-23T20:25:44.711069] [INFO ] [sig       ] [1860/3557] Forecasting LAC...
[2025-12-23T20:25:44.711098] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-23T20:25:44.711127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-23T20:25:44.723643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-23T20:25:44.723948] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-23T20:25:44.724732] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-23T20:25:44.724784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:44.724814] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:44.724840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:44.724893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:44.780996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:44.781666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:44.781752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:44.781784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:44.902405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:44.902552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:44.902608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:44.902638] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:44.905984] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-23T20:25:44.906255] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-23T20:25:44.906377] [INFO ] [sig       ] LAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:45.044646] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LAC.txt
[2025-12-23T20:25:45.044779] [INFO ] [sig       ] [1860/3557] Completed LAC in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:45.044818] [INFO ] [sig       ] [1861/3557] Forecasting LAD...
[2025-12-23T20:25:45.044848] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-23T20:25:45.044877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-23T20:25:45.055552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-23T20:25:45.055849] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-23T20:25:45.056617] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-23T20:25:45.056669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:45.056701] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:45.056727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:45.056782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:45.112408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:45.113064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:45.113141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:45.113172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:45.225247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:45.225407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:45.225464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:45.225494] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:45.229036] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=34.64%)
[2025-12-23T20:25:45.229316] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-23T20:25:45.229451] [INFO ] [sig       ] LAD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:45.370535] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LAD.txt
[2025-12-23T20:25:45.370732] [INFO ] [sig       ] [1861/3557] Completed LAD in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:45.370773] [INFO ] [sig       ] [1862/3557] Forecasting LAES...
[2025-12-23T20:25:45.370802] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-23T20:25:45.370832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-23T20:25:45.381612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-23T20:25:45.381916] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-23T20:25:45.382690] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-23T20:25:45.382742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:45.382773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:45.382801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:45.382857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:45.438831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:45.439504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:45.439653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:45.439690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:45.552218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:45.552373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:45.552414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:45.552443] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:45.555781] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-23T20:25:45.556057] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-23T20:25:45.556181] [INFO ] [sig       ] LAES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:45.694530] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LAES.txt
[2025-12-23T20:25:45.694709] [INFO ] [sig       ] [1862/3557] Completed LAES in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:45.694764] [INFO ] [sig       ] [1863/3557] Forecasting LAKE...
[2025-12-23T20:25:45.694796] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-23T20:25:45.694825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-23T20:25:45.705822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-23T20:25:45.706116] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-23T20:25:45.706894] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-23T20:25:45.706946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:45.706977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:45.707004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:45.707060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:45.762431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:45.763098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:45.763175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:45.763206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:45.880845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:45.881009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:45.881051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:45.881079] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:45.884383] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-23T20:25:45.884670] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-23T20:25:45.884794] [INFO ] [sig       ] LAKE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:46.022406] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LAKE.txt
[2025-12-23T20:25:46.022534] [INFO ] [sig       ] [1863/3557] Completed LAKE in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:46.022588] [INFO ] [sig       ] [1864/3557] Forecasting LAND...
[2025-12-23T20:25:46.022620] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-23T20:25:46.022650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-23T20:25:46.034177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-23T20:25:46.034454] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-23T20:25:46.035230] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-23T20:25:46.035291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:46.035323] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:46.035349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:46.035405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:46.090608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:46.091245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:46.091322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:46.091354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:46.208934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:46.209083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:46.209123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:46.209151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:46.212480] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-23T20:25:46.212770] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-23T20:25:46.212894] [INFO ] [sig       ] LAND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:46.350329] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LAND.txt
[2025-12-23T20:25:46.350466] [INFO ] [sig       ] [1864/3557] Completed LAND in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:46.350505] [INFO ] [sig       ] [1865/3557] Forecasting LANDO...
[2025-12-23T20:25:46.350535] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-23T20:25:46.350565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-23T20:25:46.361258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-23T20:25:46.361612] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-23T20:25:46.362395] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-23T20:25:46.362447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:46.362492] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:46.362519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:46.362599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:46.420873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:46.421609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:46.421689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:46.421732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:46.528247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:46.528401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:46.528442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:46.528472] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:46.531973] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-23T20:25:46.532266] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-23T20:25:46.532395] [INFO ] [sig       ] LANDO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:46.677439] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LANDO.txt
[2025-12-23T20:25:46.677615] [INFO ] [sig       ] [1865/3557] Completed LANDO in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:46.677658] [INFO ] [sig       ] [1866/3557] Forecasting LANDP...
[2025-12-23T20:25:46.677689] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-23T20:25:46.677719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-23T20:25:46.688958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-23T20:25:46.689292] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-23T20:25:46.690101] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-23T20:25:46.690156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:46.690188] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:46.690215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:46.690271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:46.748376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:46.749307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:46.749396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:46.749429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:46.861093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:46.861248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:46.861288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:46.861317] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:46.864768] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-12-23T20:25:46.865051] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-23T20:25:46.865181] [INFO ] [sig       ] LANDP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:47.008116] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LANDP.txt
[2025-12-23T20:25:47.008266] [INFO ] [sig       ] [1866/3557] Completed LANDP in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:47.008307] [INFO ] [sig       ] [1867/3557] Forecasting LASE...
[2025-12-23T20:25:47.008336] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-23T20:25:47.008364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-23T20:25:47.019685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-23T20:25:47.020027] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-23T20:25:47.020805] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-23T20:25:47.020858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:47.020890] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:47.020917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:47.020977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:47.077149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:47.077869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:47.077978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:47.078014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:47.194911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:47.195064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:47.195104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:47.195132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:47.198634] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-23T20:25:47.198899] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-23T20:25:47.199020] [INFO ] [sig       ] LASE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:47.342368] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LASE.txt
[2025-12-23T20:25:47.342542] [INFO ] [sig       ] [1867/3557] Completed LASE in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:47.342610] [INFO ] [sig       ] [1868/3557] Forecasting LAZ...
[2025-12-23T20:25:47.342646] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-23T20:25:47.342680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-23T20:25:47.354533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-23T20:25:47.354929] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-23T20:25:47.355739] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-23T20:25:47.355796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:47.355827] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:47.355852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:47.355907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:47.420261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:47.421156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:47.421249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:47.421283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:47.546811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:47.546966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:47.547009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:47.547038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:47.550505] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-23T20:25:47.550803] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-23T20:25:47.550931] [INFO ] [sig       ] LAZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:47.693459] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LAZ.txt
[2025-12-23T20:25:47.693601] [INFO ] [sig       ] [1868/3557] Completed LAZ in 0.4s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:47.693650] [INFO ] [sig       ] [1869/3557] Forecasting LBRDA...
[2025-12-23T20:25:47.693682] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-23T20:25:47.693710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-23T20:25:47.705730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-23T20:25:47.706084] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-23T20:25:47.707147] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-23T20:25:47.707428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:47.707473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:47.707512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:47.707606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:47.766857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:47.767611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:47.767720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:47.767756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:47.890217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:47.890377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:47.890421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:47.890450] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:47.894030] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-12-23T20:25:47.894306] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-23T20:25:47.894435] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:48.034941] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LBRDA.txt
[2025-12-23T20:25:48.035102] [INFO ] [sig       ] [1869/3557] Completed LBRDA in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:48.035142] [INFO ] [sig       ] [1870/3557] Forecasting LBRDK...
[2025-12-23T20:25:48.035172] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-23T20:25:48.035203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-23T20:25:48.046764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-23T20:25:48.047154] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-23T20:25:48.048054] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-23T20:25:48.048111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:48.048143] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:48.048171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:48.048229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:48.108832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:48.109734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:48.109816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:48.109849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:48.232055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:48.232217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:48.232258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:48.232286] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:48.235672] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-23T20:25:48.235974] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-23T20:25:48.236127] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:48.380694] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LBRDK.txt
[2025-12-23T20:25:48.380921] [INFO ] [sig       ] [1870/3557] Completed LBRDK in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:48.380987] [INFO ] [sig       ] [1871/3557] Forecasting LBTYA...
[2025-12-23T20:25:48.381043] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-23T20:25:48.381096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-23T20:25:48.393087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-23T20:25:48.393402] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-23T20:25:48.394243] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-23T20:25:48.394298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:48.394331] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:48.394358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:48.394416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:48.454124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:48.454937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:48.455018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:48.455052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:48.574834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:48.574993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:48.575036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:48.575065] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:48.578821] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-23T20:25:48.582251] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-23T20:25:48.582474] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:48.733029] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LBTYA.txt
[2025-12-23T20:25:48.733187] [INFO ] [sig       ] [1871/3557] Completed LBTYA in 0.4s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-23T20:25:48.733227] [INFO ] [sig       ] [1872/3557] Forecasting LBTYK...
[2025-12-23T20:25:48.733259] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-23T20:25:48.733287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-23T20:25:48.745423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-23T20:25:48.745772] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-23T20:25:48.746524] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-23T20:25:48.746593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:48.746627] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:48.746654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:48.746711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:48.802410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:48.803225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:48.803333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:48.803368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:48.923319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:48.923473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:48.923611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:48.923647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:48.927145] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-12-23T20:25:48.927426] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-23T20:25:48.927554] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:49.065928] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LBTYK.txt
[2025-12-23T20:25:49.066089] [INFO ] [sig       ] [1872/3557] Completed LBTYK in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-23T20:25:49.066129] [INFO ] [sig       ] [1873/3557] Forecasting LC...
[2025-12-23T20:25:49.066159] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-23T20:25:49.066188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-23T20:25:49.078166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-23T20:25:49.078504] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-23T20:25:49.079328] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-23T20:25:49.079381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:49.079414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:49.079440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:49.079495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:49.138032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:49.138946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:49.139028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:49.139062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:49.259868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:49.260026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:49.260067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:49.260106] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:49.263940] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2025-12-23T20:25:49.264259] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-23T20:25:49.264392] [INFO ] [sig       ] LC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:49.405739] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LC.txt
[2025-12-23T20:25:49.405874] [INFO ] [sig       ] [1873/3557] Completed LC in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-23T20:25:49.405912] [INFO ] [sig       ] [1874/3557] Forecasting LCFY...
[2025-12-23T20:25:49.405942] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-23T20:25:49.405972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-23T20:25:49.416229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-23T20:25:49.416629] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-23T20:25:49.417660] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-23T20:25:49.417715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:49.417747] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:49.417774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:49.417830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:49.476904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:49.477810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:49.477893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:49.477927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:49.591257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:49.591410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:49.591453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:49.591483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:49.594961] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-23T20:25:49.595228] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-23T20:25:49.595352] [INFO ] [sig       ] LCFY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:49.738534] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LCFY.txt
[2025-12-23T20:25:49.738701] [INFO ] [sig       ] [1874/3557] Completed LCFY in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-23T20:25:49.738743] [INFO ] [sig       ] [1875/3557] Forecasting LCID...
[2025-12-23T20:25:49.738776] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-23T20:25:49.738807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-23T20:25:49.750488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-23T20:25:49.750830] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-23T20:25:49.751601] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-23T20:25:49.751654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:49.751685] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:49.751711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:49.751770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:49.808706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:49.809476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:49.809559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:49.809610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:49.927776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:49.927938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:49.927980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:49.928008] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:49.931456] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-12-23T20:25:49.931758] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-23T20:25:49.931886] [INFO ] [sig       ] LCID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:50.073310] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LCID.txt
[2025-12-23T20:25:50.073441] [INFO ] [sig       ] [1875/3557] Completed LCID in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-23T20:25:50.073483] [INFO ] [sig       ] [1876/3557] Forecasting LCII...
[2025-12-23T20:25:50.073513] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-23T20:25:50.073599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-23T20:25:50.085270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-23T20:25:50.085618] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-23T20:25:50.086420] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-23T20:25:50.086477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:50.086520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:50.086549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:50.086627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:50.145606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:50.146296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:50.146378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:50.146411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:50.261440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:50.261601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:50.261641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:50.261671] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:50.264992] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-23T20:25:50.265269] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-23T20:25:50.265393] [INFO ] [sig       ] LCII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:50.403761] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LCII.txt
[2025-12-23T20:25:50.403887] [INFO ] [sig       ] [1876/3557] Completed LCII in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-23T20:25:50.403926] [INFO ] [sig       ] [1877/3557] Forecasting LCNB...
[2025-12-23T20:25:50.403955] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-23T20:25:50.404010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-23T20:25:50.414949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-23T20:25:50.415250] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-23T20:25:50.416037] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-23T20:25:50.416095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:50.416127] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:50.416155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:50.416211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:50.472958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:50.473702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:50.473780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:50.473812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:50.589671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:50.589846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:50.589887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:50.589918] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:50.593535] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-23T20:25:50.593888] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-23T20:25:50.594030] [INFO ] [sig       ] LCNB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:50.734067] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LCNB.txt
[2025-12-23T20:25:50.734206] [INFO ] [sig       ] [1877/3557] Completed LCNB in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:50.734245] [INFO ] [sig       ] [1878/3557] Forecasting LDI...
[2025-12-23T20:25:50.734274] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-23T20:25:50.734304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-23T20:25:50.745752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-23T20:25:50.746069] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-23T20:25:50.746866] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-23T20:25:50.746919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:50.746952] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:50.746979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:50.747036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:50.808412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:50.809536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:50.809661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:50.809706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:50.933139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:50.933331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:50.933376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:50.933405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:50.936964] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-23T20:25:50.937285] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-23T20:25:50.937423] [INFO ] [sig       ] LDI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:51.076265] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LDI.txt
[2025-12-23T20:25:51.076396] [INFO ] [sig       ] [1878/3557] Completed LDI in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:51.076435] [INFO ] [sig       ] [1879/3557] Forecasting LDOS...
[2025-12-23T20:25:51.076465] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-23T20:25:51.076494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-23T20:25:51.088838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-23T20:25:51.089168] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-23T20:25:51.089992] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-23T20:25:51.090044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:51.090076] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:51.090103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:51.090158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:51.145164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:51.145798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:51.145875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:51.145905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:51.260980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:51.261147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:51.261187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:51.261216] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:51.264569] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-12-23T20:25:51.264852] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-23T20:25:51.264974] [INFO ] [sig       ] LDOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:51.401179] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LDOS.txt
[2025-12-23T20:25:51.401289] [INFO ] [sig       ] [1879/3557] Completed LDOS in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:51.401327] [INFO ] [sig       ] [1880/3557] Forecasting LDP...
[2025-12-23T20:25:51.401364] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-23T20:25:51.401394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-23T20:25:51.412379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-23T20:25:51.412659] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-23T20:25:51.413394] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-23T20:25:51.413447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:51.413478] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:51.413503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:51.413563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:51.469024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:51.469632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:51.469706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:51.469737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:51.586651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:51.586781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:51.586820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:51.586849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:51.590026] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-12-23T20:25:51.590292] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-23T20:25:51.590418] [INFO ] [sig       ] LDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:51.727505] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LDP.txt
[2025-12-23T20:25:51.727632] [INFO ] [sig       ] [1880/3557] Completed LDP in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:51.727672] [INFO ] [sig       ] [1881/3557] Forecasting LDSF...
[2025-12-23T20:25:51.727702] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-23T20:25:51.727733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-23T20:25:51.738556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-23T20:25:51.738886] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-23T20:25:51.739678] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-23T20:25:51.739731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:51.739763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:51.739789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:51.739845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:51.798809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:51.799642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:51.799722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:51.799756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:51.915415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:51.915565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:51.915639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:51.915672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:51.919293] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-12-23T20:25:51.919582] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-23T20:25:51.919723] [INFO ] [sig       ] LDSF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:52.058630] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LDSF.txt
[2025-12-23T20:25:52.058755] [INFO ] [sig       ] [1881/3557] Completed LDSF in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:52.058794] [INFO ] [sig       ] [1882/3557] Forecasting LE...
[2025-12-23T20:25:52.058824] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-23T20:25:52.058853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-23T20:25:52.071239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-23T20:25:52.071598] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-23T20:25:52.072397] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-23T20:25:52.072448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:52.072479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:52.072504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:52.072559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:52.129623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:52.130536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:52.130640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:52.130675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:52.250399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:52.250584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:52.250645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:52.250674] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:52.254032] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-23T20:25:52.254308] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-23T20:25:52.254464] [INFO ] [sig       ] LE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:52.393533] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LE.txt
[2025-12-23T20:25:52.393697] [INFO ] [sig       ] [1882/3557] Completed LE in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:52.393737] [INFO ] [sig       ] [1883/3557] Forecasting LEA...
[2025-12-23T20:25:52.393767] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-23T20:25:52.393796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-23T20:25:52.405360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-23T20:25:52.405731] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-23T20:25:52.406508] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-23T20:25:52.406560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:52.406612] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:52.406644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:52.406702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:52.463322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:52.464112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:52.464194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:52.464228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:52.578097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:52.578243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:52.578282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:52.578327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:52.581757] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-23T20:25:52.582044] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-23T20:25:52.582169] [INFO ] [sig       ] LEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:52.722884] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LEA.txt
[2025-12-23T20:25:52.723041] [INFO ] [sig       ] [1883/3557] Completed LEA in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:52.723085] [INFO ] [sig       ] [1884/3557] Forecasting LECO...
[2025-12-23T20:25:52.723122] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-23T20:25:52.723157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-23T20:25:52.734944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-23T20:25:52.735341] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-23T20:25:52.736198] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-23T20:25:52.736255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:52.736287] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:52.736315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:52.736371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:52.795549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:52.796422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:52.796508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:52.796540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:52.913733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:52.913899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:52.913962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:52.913993] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:52.917396] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-23T20:25:52.917692] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-23T20:25:52.917822] [INFO ] [sig       ] LECO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:53.055473] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LECO.txt
[2025-12-23T20:25:53.055605] [INFO ] [sig       ] [1884/3557] Completed LECO in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:53.055646] [INFO ] [sig       ] [1885/3557] Forecasting LEG...
[2025-12-23T20:25:53.055676] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-23T20:25:53.055705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-23T20:25:53.067425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-23T20:25:53.067748] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-23T20:25:53.068501] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-23T20:25:53.068553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:53.068603] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:53.068631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:53.068688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:53.125970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:53.126644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:53.126723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:53.126776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:53.244243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:53.244392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:53.244431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:53.244459] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:53.247757] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=18.99%)
[2025-12-23T20:25:53.248023] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-23T20:25:53.248145] [INFO ] [sig       ] LEG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:53.394783] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LEG.txt
[2025-12-23T20:25:53.395022] [INFO ] [sig       ] [1885/3557] Completed LEG in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:53.395069] [INFO ] [sig       ] [1886/3557] Forecasting LEGH...
[2025-12-23T20:25:53.395101] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-23T20:25:53.395133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-23T20:25:53.407950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-23T20:25:53.408344] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-23T20:25:53.409268] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-23T20:25:53.409325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:53.409357] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:53.409384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:53.409440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:53.468468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:53.469376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:53.469474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:53.469509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:53.588327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:53.588489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:53.588532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:53.588560] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:53.592032] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-12-23T20:25:53.592318] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-23T20:25:53.592447] [INFO ] [sig       ] LEGH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:53.730870] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LEGH.txt
[2025-12-23T20:25:53.731003] [INFO ] [sig       ] [1886/3557] Completed LEGH in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:53.731041] [INFO ] [sig       ] [1887/3557] Forecasting LEGN...
[2025-12-23T20:25:53.731070] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-23T20:25:53.731098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-23T20:25:53.747208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-23T20:25:53.747747] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-23T20:25:53.749044] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-23T20:25:53.749118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:53.749190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:53.749243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:53.749387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:53.821252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:53.822213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:53.822310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:53.822343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:53.942820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:53.942995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:53.943037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:53.943066] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:53.946555] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-23T20:25:53.946915] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-23T20:25:53.947061] [INFO ] [sig       ] LEGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:54.089913] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LEGN.txt
[2025-12-23T20:25:54.090076] [INFO ] [sig       ] [1887/3557] Completed LEGN in 0.4s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:54.090117] [INFO ] [sig       ] [1888/3557] Forecasting LEN...
[2025-12-23T20:25:54.090154] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-23T20:25:54.090191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-23T20:25:54.102542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-23T20:25:54.102902] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-23T20:25:54.103681] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-23T20:25:54.103733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:54.103764] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:54.103791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:54.103846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:54.161310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:54.161989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:54.162069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:54.162103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:54.286097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:54.286255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:54.286295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:54.286324] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:54.289922] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-23T20:25:54.290229] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-23T20:25:54.290371] [INFO ] [sig       ] LEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:54.432381] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LEN.txt
[2025-12-23T20:25:54.432536] [INFO ] [sig       ] [1888/3557] Completed LEN in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:54.432596] [INFO ] [sig       ] [1889/3557] Forecasting LENZ...
[2025-12-23T20:25:54.432630] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-23T20:25:54.432660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-23T20:25:54.447932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-23T20:25:54.448402] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-23T20:25:54.449376] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-23T20:25:54.449456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:54.449493] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:54.449523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:54.449617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:54.526026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:54.527121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:54.527254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:54.527291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:54.673807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:54.674001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:54.674044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:54.674071] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:54.677415] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-23T20:25:54.677713] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-23T20:25:54.677843] [INFO ] [sig       ] LENZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:54.817729] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LENZ.txt
[2025-12-23T20:25:54.817889] [INFO ] [sig       ] [1889/3557] Completed LENZ in 0.4s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-23T20:25:54.817929] [INFO ] [sig       ] [1890/3557] Forecasting LEO...
[2025-12-23T20:25:54.817959] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-23T20:25:54.817989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-23T20:25:54.829959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-23T20:25:54.830287] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-23T20:25:54.831066] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-23T20:25:54.831118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:54.831149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:54.831175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:54.831230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:54.890163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:54.890838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:54.890926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:54.890958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:55.011001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:55.011171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:55.011227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:55.011259] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:55.014902] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-23T20:25:55.015195] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-23T20:25:55.015330] [INFO ] [sig       ] LEO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:55.155456] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LEO.txt
[2025-12-23T20:25:55.155632] [INFO ] [sig       ] [1890/3557] Completed LEO in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-23T20:25:55.155673] [INFO ] [sig       ] [1891/3557] Forecasting LESL...
[2025-12-23T20:25:55.155704] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-23T20:25:55.155748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-23T20:25:55.167973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-23T20:25:55.168270] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-23T20:25:55.169076] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-23T20:25:55.169130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:55.169162] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:55.169209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:55.169272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:55.226811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:55.227588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:55.227683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:55.227717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:55.346807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:55.346971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:55.347010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:55.347038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:55.350442] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-12-23T20:25:55.350774] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-23T20:25:55.350908] [INFO ] [sig       ] LESL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:55.490735] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LESL.txt
[2025-12-23T20:25:55.490863] [INFO ] [sig       ] [1891/3557] Completed LESL in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-23T20:25:55.490905] [INFO ] [sig       ] [1892/3557] Forecasting LEVI...
[2025-12-23T20:25:55.490934] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-23T20:25:55.490963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-23T20:25:55.502398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-23T20:25:55.502702] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-23T20:25:55.503466] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-23T20:25:55.503520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:55.503552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:55.503664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:55.503764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:55.560660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:55.561246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:55.561324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:55.561356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:55.681288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:55.681451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:55.681490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:55.681518] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:55.684856] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-12-23T20:25:55.685149] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-23T20:25:55.685283] [INFO ] [sig       ] LEVI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:55.824473] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LEVI.txt
[2025-12-23T20:25:55.824652] [INFO ] [sig       ] [1892/3557] Completed LEVI in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-23T20:25:55.824724] [INFO ] [sig       ] [1893/3557] Forecasting LFMD...
[2025-12-23T20:25:55.824754] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-23T20:25:55.824784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-23T20:25:55.835745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-23T20:25:55.835996] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-23T20:25:55.836766] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-23T20:25:55.836817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:55.836849] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:55.836875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:55.836930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:55.892638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:55.893449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:55.893533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:55.893564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:56.013416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:56.013586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:56.013628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:56.013657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:56.016939] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-12-23T20:25:56.017202] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-23T20:25:56.017324] [INFO ] [sig       ] LFMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:56.155134] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LFMD.txt
[2025-12-23T20:25:56.155259] [INFO ] [sig       ] [1893/3557] Completed LFMD in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-23T20:25:56.155297] [INFO ] [sig       ] [1894/3557] Forecasting LFUS...
[2025-12-23T20:25:56.155327] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-23T20:25:56.155356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-23T20:25:56.166429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-23T20:25:56.166715] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-23T20:25:56.167450] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-23T20:25:56.167501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:56.167532] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:56.167558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:56.167635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:56.223482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:56.224122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:56.224206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:56.224238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:56.343790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:56.343939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:56.343979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:56.344007] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:56.347285] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2025-12-23T20:25:56.347568] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-23T20:25:56.347709] [INFO ] [sig       ] LFUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:56.489112] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LFUS.txt
[2025-12-23T20:25:56.489261] [INFO ] [sig       ] [1894/3557] Completed LFUS in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:56.489304] [INFO ] [sig       ] [1895/3557] Forecasting LFVN...
[2025-12-23T20:25:56.489332] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-23T20:25:56.489361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-23T20:25:56.501383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-23T20:25:56.501869] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-23T20:25:56.502639] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-23T20:25:56.502691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:56.502722] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:56.502749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:56.502804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:56.563000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:56.563617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:56.563702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:56.563735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:56.681513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:56.681675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:56.681715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:56.681743] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:56.685042] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-23T20:25:56.685306] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-23T20:25:56.685426] [INFO ] [sig       ] LFVN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:56.823946] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LFVN.txt
[2025-12-23T20:25:56.824055] [INFO ] [sig       ] [1895/3557] Completed LFVN in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:56.824093] [INFO ] [sig       ] [1896/3557] Forecasting LGCL...
[2025-12-23T20:25:56.824122] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-23T20:25:56.824150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-23T20:25:56.834560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-23T20:25:56.834833] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-23T20:25:56.835556] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-23T20:25:56.835628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:56.835659] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:56.835709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:56.835766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:56.892354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:56.893176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:56.893258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:56.893290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:57.000731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:57.000905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:57.000944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:57.000973] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:57.004270] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-23T20:25:57.004533] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-23T20:25:57.004673] [INFO ] [sig       ] LGCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:57.144946] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LGCL.txt
[2025-12-23T20:25:57.145065] [INFO ] [sig       ] [1896/3557] Completed LGCL in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:57.145103] [INFO ] [sig       ] [1897/3557] Forecasting LGI...
[2025-12-23T20:25:57.145133] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-23T20:25:57.145162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-23T20:25:57.157170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-23T20:25:57.157454] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-23T20:25:57.158246] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-23T20:25:57.158307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:57.158339] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:57.158365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:57.158421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:57.218909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:57.219624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:57.219711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:57.219744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:57.339400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:57.339506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:57.339543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:57.339588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:57.342715] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-12-23T20:25:57.342976] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-23T20:25:57.343108] [INFO ] [sig       ] LGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:57.480317] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LGI.txt
[2025-12-23T20:25:57.480438] [INFO ] [sig       ] [1897/3557] Completed LGI in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:57.480485] [INFO ] [sig       ] [1898/3557] Forecasting LGIH...
[2025-12-23T20:25:57.480516] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-23T20:25:57.480545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-23T20:25:57.491539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-23T20:25:57.491820] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-23T20:25:57.492552] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-23T20:25:57.492624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:57.492656] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:57.492684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:57.492740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:57.549606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:57.550308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:57.550385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:57.550417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:57.664953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:57.665108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:57.665150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:57.665177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:57.668501] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-23T20:25:57.668789] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-23T20:25:57.668916] [INFO ] [sig       ] LGIH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:57.808956] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LGIH.txt
[2025-12-23T20:25:57.809068] [INFO ] [sig       ] [1898/3557] Completed LGIH in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:57.809106] [INFO ] [sig       ] [1899/3557] Forecasting LGND...
[2025-12-23T20:25:57.809135] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-23T20:25:57.809164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-23T20:25:57.821749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-23T20:25:57.822018] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-23T20:25:57.822777] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-23T20:25:57.822829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:57.822860] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:57.822887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:57.822943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:57.879785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:57.880361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:57.880434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:57.880465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:58.001977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:58.002137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:58.002188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:58.002219] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:58.006319] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-23T20:25:58.006795] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-23T20:25:58.006936] [INFO ] [sig       ] LGND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:58.146423] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LGND.txt
[2025-12-23T20:25:58.146548] [INFO ] [sig       ] [1899/3557] Completed LGND in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:58.146608] [INFO ] [sig       ] [1900/3557] Forecasting LH...
[2025-12-23T20:25:58.146640] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-23T20:25:58.146679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-23T20:25:58.158405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-23T20:25:58.158692] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-23T20:25:58.159489] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-23T20:25:58.159552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:58.159606] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:58.159634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:58.159696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:58.216598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:58.217173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:58.217260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:58.217293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:58.336335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:58.336483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:58.336542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:58.336588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:58.339868] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-23T20:25:58.340141] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-23T20:25:58.340266] [INFO ] [sig       ] LH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:58.479209] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LH.txt
[2025-12-23T20:25:58.479335] [INFO ] [sig       ] [1900/3557] Completed LH in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:58.479374] [INFO ] [sig       ] [1901/3557] Forecasting LHX...
[2025-12-23T20:25:58.479402] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-23T20:25:58.479431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-23T20:25:58.490912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-23T20:25:58.491246] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-23T20:25:58.492023] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-23T20:25:58.492075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:58.492106] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:58.492136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:58.492191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:58.547817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:58.548431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:58.548508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:58.548539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:58.669473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:58.669644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:58.669684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:58.669712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:58.673237] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-23T20:25:58.673732] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-23T20:25:58.673863] [INFO ] [sig       ] LHX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:58.816217] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LHX.txt
[2025-12-23T20:25:58.816351] [INFO ] [sig       ] [1901/3557] Completed LHX in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:58.816391] [INFO ] [sig       ] [1902/3557] Forecasting LI...
[2025-12-23T20:25:58.816420] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-23T20:25:58.816450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-23T20:25:58.827721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-23T20:25:58.828000] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-23T20:25:58.828778] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-23T20:25:58.828831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:58.828862] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:58.828888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:58.828944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:58.884641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:58.885223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:58.885298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:58.885330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:59.008018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:59.008178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:59.008217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:59.008247] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:59.011605] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-23T20:25:59.011879] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-23T20:25:59.012001] [INFO ] [sig       ] LI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:59.150801] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LI.txt
[2025-12-23T20:25:59.150914] [INFO ] [sig       ] [1902/3557] Completed LI in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:59.150953] [INFO ] [sig       ] [1903/3557] Forecasting LICN...
[2025-12-23T20:25:59.150981] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-23T20:25:59.151009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-23T20:25:59.161304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-23T20:25:59.161639] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-23T20:25:59.162371] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-23T20:25:59.162423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:59.162454] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:59.162481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:59.162537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:59.219946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:59.220523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:59.220615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:59.220649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:59.335026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:59.335140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:59.335177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:59.335204] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:59.338311] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=67.14%)
[2025-12-23T20:25:59.338590] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-23T20:25:59.338713] [INFO ] [sig       ] LICN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:25:59.476851] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LICN.txt
[2025-12-23T20:25:59.476967] [INFO ] [sig       ] [1903/3557] Completed LICN in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:59.477028] [INFO ] [sig       ] [1904/3557] Forecasting LIF...
[2025-12-23T20:25:59.477059] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-23T20:25:59.477089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-23T20:25:59.488182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-23T20:25:59.488445] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-23T20:25:59.489231] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-23T20:25:59.489285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:59.489320] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:59.489348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:59.489408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:59.544488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:59.545088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:59.545161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:59.545193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:25:59.667783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:25:59.667910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:25:59.667947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:25:59.667975] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:25:59.671182] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-23T20:25:59.671453] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-23T20:25:59.671591] [INFO ] [sig       ] LIF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:25:59.809853] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LIF.txt
[2025-12-23T20:25:59.809984] [INFO ] [sig       ] [1904/3557] Completed LIF in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:25:59.810022] [INFO ] [sig       ] [1905/3557] Forecasting LII...
[2025-12-23T20:25:59.810050] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-23T20:25:59.810079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-23T20:25:59.821989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-23T20:25:59.822262] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-23T20:25:59.823224] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-23T20:25:59.823276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:25:59.823306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:25:59.823332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:25:59.823386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:25:59.882563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:25:59.883196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:25:59.883271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:25:59.883302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:00.040897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:00.041083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:00.041137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:00.041177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:00.044738] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-23T20:26:00.045015] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-23T20:26:00.045161] [INFO ] [sig       ] LII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:00.213915] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LII.txt
[2025-12-23T20:26:00.214153] [INFO ] [sig       ] [1905/3557] Completed LII in 0.4s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:26:00.214214] [INFO ] [sig       ] [1906/3557] Forecasting LILA...
[2025-12-23T20:26:00.214256] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-23T20:26:00.214298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-23T20:26:00.230639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-23T20:26:00.231150] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-23T20:26:00.232358] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-23T20:26:00.232429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:00.232476] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:00.232516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:00.232620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:00.316610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:00.317804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:00.317927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:00.317980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:00.484020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:00.484212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:00.484260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:00.484295] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:00.488992] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-23T20:26:00.489568] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-23T20:26:00.489809] [INFO ] [sig       ] LILA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:00.683281] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LILA.txt
[2025-12-23T20:26:00.683521] [INFO ] [sig       ] [1906/3557] Completed LILA in 0.5s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-23T20:26:00.683610] [INFO ] [sig       ] [1907/3557] Forecasting LILAK...
[2025-12-23T20:26:00.683666] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-23T20:26:00.683721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-23T20:26:00.702908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-23T20:26:00.703441] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-23T20:26:00.704795] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-23T20:26:00.704892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:00.704945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:00.704989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:00.705076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:00.796090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:00.797316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:00.797441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:00.797498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:00.973459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:00.973677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:00.973731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:00.973790] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:00.978640] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-23T20:26:00.979087] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-23T20:26:00.979310] [INFO ] [sig       ] LILAK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:01.200131] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LILAK.txt
[2025-12-23T20:26:01.200346] [INFO ] [sig       ] [1907/3557] Completed LILAK in 0.5s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-23T20:26:01.200414] [INFO ] [sig       ] [1908/3557] Forecasting LIN...
[2025-12-23T20:26:01.200464] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-23T20:26:01.200516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-23T20:26:01.216320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-23T20:26:01.216843] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-23T20:26:01.218053] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-23T20:26:01.218129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:01.218184] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:01.218232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:01.218329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:01.287755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:01.288673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:01.288779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:01.288815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:01.431475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:01.431693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:01.431755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:01.431801] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:01.436829] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-23T20:26:01.437311] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-23T20:26:01.437509] [INFO ] [sig       ] LIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:01.615555] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LIN.txt
[2025-12-23T20:26:01.615753] [INFO ] [sig       ] [1908/3557] Completed LIN in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-23T20:26:01.615811] [INFO ] [sig       ] [1909/3557] Forecasting LINC...
[2025-12-23T20:26:01.615854] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-23T20:26:01.615899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-23T20:26:01.630454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-23T20:26:01.630847] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-23T20:26:01.632028] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-23T20:26:01.632084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:01.632116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:01.632143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:01.632201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:01.690459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:01.691194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:01.691290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:01.691324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:01.808966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:01.809119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:01.809161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:01.809212] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:01.812609] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-23T20:26:01.812886] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-23T20:26:01.813009] [INFO ] [sig       ] LINC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:01.951946] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LINC.txt
[2025-12-23T20:26:01.952083] [INFO ] [sig       ] [1909/3557] Completed LINC in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-23T20:26:01.952147] [INFO ] [sig       ] [1910/3557] Forecasting LIND...
[2025-12-23T20:26:01.952178] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-23T20:26:01.952209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-23T20:26:01.967481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-23T20:26:01.968006] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-23T20:26:01.969103] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-23T20:26:01.969168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:01.969238] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:01.969273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:01.969354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:02.035324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:02.036275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:02.036393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:02.036426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:02.161923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:02.162090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:02.162136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:02.162167] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:02.165815] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-23T20:26:02.166183] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-23T20:26:02.166332] [INFO ] [sig       ] LIND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:02.320353] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LIND.txt
[2025-12-23T20:26:02.320513] [INFO ] [sig       ] [1910/3557] Completed LIND in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-23T20:26:02.320553] [INFO ] [sig       ] [1911/3557] Forecasting LINE...
[2025-12-23T20:26:02.320617] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-23T20:26:02.320649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-23T20:26:02.332308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-23T20:26:02.332737] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-23T20:26:02.333550] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-23T20:26:02.333619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:02.333666] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:02.333695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:02.333750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:02.392663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:02.393522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:02.393623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:02.393659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:02.517431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:02.517613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:02.517655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:02.517684] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:02.521508] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-23T20:26:02.521818] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-23T20:26:02.521952] [INFO ] [sig       ] LINE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:02.666396] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LINE.txt
[2025-12-23T20:26:02.666559] [INFO ] [sig       ] [1911/3557] Completed LINE in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-23T20:26:02.666620] [INFO ] [sig       ] [1912/3557] Forecasting LINK...
[2025-12-23T20:26:02.666651] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-23T20:26:02.666681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-23T20:26:02.677886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-23T20:26:02.678270] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-23T20:26:02.679067] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-23T20:26:02.679119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:02.679151] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:02.679211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:02.679269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:02.735204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:02.736029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:02.736110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:02.736144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:02.857062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:02.857218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:02.857258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:02.857286] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:02.860635] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-12-23T20:26:02.860906] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-23T20:26:02.861029] [INFO ] [sig       ] LINK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:03.006000] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LINK.txt
[2025-12-23T20:26:03.006170] [INFO ] [sig       ] [1912/3557] Completed LINK in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:03.006212] [INFO ] [sig       ] [1913/3557] Forecasting LITE...
[2025-12-23T20:26:03.006243] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-23T20:26:03.006272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-23T20:26:03.019363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-23T20:26:03.019778] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-23T20:26:03.020553] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-23T20:26:03.020624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:03.020658] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:03.020712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:03.020769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:03.077886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:03.078797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:03.078880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:03.078912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:03.206781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:03.206961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:03.207013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:03.207043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:03.210851] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-23T20:26:03.211183] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-23T20:26:03.211328] [INFO ] [sig       ] LITE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:03.353710] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LITE.txt
[2025-12-23T20:26:03.353844] [INFO ] [sig       ] [1913/3557] Completed LITE in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:03.353882] [INFO ] [sig       ] [1914/3557] Forecasting LITM...
[2025-12-23T20:26:03.353912] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-23T20:26:03.353941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-23T20:26:03.365877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-23T20:26:03.366178] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-23T20:26:03.366959] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-23T20:26:03.367010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:03.367042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:03.367067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:03.367122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:03.422976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:03.423847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:03.423930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:03.423961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:03.549345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:03.549511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:03.549755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:03.549787] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:03.553351] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-23T20:26:03.553698] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-23T20:26:03.553839] [INFO ] [sig       ] LITM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:03.703125] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LITM.txt
[2025-12-23T20:26:03.703254] [INFO ] [sig       ] [1914/3557] Completed LITM in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:03.703292] [INFO ] [sig       ] [1915/3557] Forecasting LIVN...
[2025-12-23T20:26:03.703329] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-23T20:26:03.703359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-23T20:26:03.715314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-23T20:26:03.715658] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-23T20:26:03.716454] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-23T20:26:03.716716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:03.716757] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:03.716787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:03.716845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:03.776126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:03.777210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:03.777293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:03.777325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:03.901515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:03.901691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:03.901735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:03.901763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:03.905077] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-12-23T20:26:03.905353] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-23T20:26:03.905480] [INFO ] [sig       ] LIVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:04.044189] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LIVN.txt
[2025-12-23T20:26:04.044338] [INFO ] [sig       ] [1915/3557] Completed LIVN in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:04.044378] [INFO ] [sig       ] [1916/3557] Forecasting LKFN...
[2025-12-23T20:26:04.044408] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-23T20:26:04.044438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-23T20:26:04.056864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-23T20:26:04.057263] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-23T20:26:04.058053] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-23T20:26:04.058107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:04.058138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:04.058165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:04.058221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:04.114944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:04.115833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:04.115914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:04.115946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:04.235972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:04.236130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:04.236170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:04.236198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:04.239658] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-23T20:26:04.239936] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-23T20:26:04.240062] [INFO ] [sig       ] LKFN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:04.385535] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LKFN.txt
[2025-12-23T20:26:04.385727] [INFO ] [sig       ] [1916/3557] Completed LKFN in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:04.385776] [INFO ] [sig       ] [1917/3557] Forecasting LKQ...
[2025-12-23T20:26:04.385807] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-23T20:26:04.385838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-23T20:26:04.397992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-23T20:26:04.398334] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-23T20:26:04.399102] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-23T20:26:04.399155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:04.399210] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:04.399238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:04.399294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:04.457260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:04.458119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:04.458202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:04.458234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:04.575520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:04.575705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:04.575744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:04.575773] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:04.579103] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-23T20:26:04.579403] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-23T20:26:04.579531] [INFO ] [sig       ] LKQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:04.720895] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LKQ.txt
[2025-12-23T20:26:04.721048] [INFO ] [sig       ] [1917/3557] Completed LKQ in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:04.721087] [INFO ] [sig       ] [1918/3557] Forecasting LLY...
[2025-12-23T20:26:04.721116] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-23T20:26:04.721146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-23T20:26:04.732657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-23T20:26:04.733018] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-23T20:26:04.733873] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-23T20:26:04.733926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:04.733958] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:04.733985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:04.734042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:04.790920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:04.791764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:04.791843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:04.791875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:04.911834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:04.912000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:04.912039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:04.912085] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:04.915987] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=72.82%)
[2025-12-23T20:26:04.916275] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-23T20:26:04.916406] [INFO ] [sig       ] LLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:05.058477] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LLY.txt
[2025-12-23T20:26:05.058652] [INFO ] [sig       ] [1918/3557] Completed LLY in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:05.058694] [INFO ] [sig       ] [1919/3557] Forecasting LMB...
[2025-12-23T20:26:05.058725] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-23T20:26:05.058754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-23T20:26:05.073831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-23T20:26:05.074351] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-23T20:26:05.075369] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-23T20:26:05.075432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:05.075473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:05.075505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:05.075596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:05.136868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:05.137785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:05.137880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:05.137917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:05.258913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:05.259081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:05.259122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:05.259152] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:05.262816] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-23T20:26:05.263139] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-23T20:26:05.263283] [INFO ] [sig       ] LMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:05.413561] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LMB.txt
[2025-12-23T20:26:05.413765] [INFO ] [sig       ] [1919/3557] Completed LMB in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:05.413811] [INFO ] [sig       ] [1920/3557] Forecasting LMBS...
[2025-12-23T20:26:05.413841] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-23T20:26:05.413871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-23T20:26:05.425804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-23T20:26:05.426237] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-23T20:26:05.427141] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-23T20:26:05.427200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:05.427232] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:05.427261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:05.427318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:05.488124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:05.489043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:05.489133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:05.489212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:05.613006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:05.613168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:05.613207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:05.613236] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:05.616599] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-23T20:26:05.616878] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-23T20:26:05.617004] [INFO ] [sig       ] LMBS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:05.763466] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LMBS.txt
[2025-12-23T20:26:05.763645] [INFO ] [sig       ] [1920/3557] Completed LMBS in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:05.763689] [INFO ] [sig       ] [1921/3557] Forecasting LMND...
[2025-12-23T20:26:05.763720] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-23T20:26:05.763748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-23T20:26:05.775166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-23T20:26:05.775447] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-23T20:26:05.776244] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-23T20:26:05.776297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:05.776327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:05.776353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:05.776407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:05.833851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:05.834758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:05.834847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:05.834880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:05.956917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:05.957079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:05.957119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:05.957148] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:05.960960] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-23T20:26:05.961255] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-23T20:26:05.961388] [INFO ] [sig       ] LMND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:06.103644] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LMND.txt
[2025-12-23T20:26:06.103808] [INFO ] [sig       ] [1921/3557] Completed LMND in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:06.103849] [INFO ] [sig       ] [1922/3557] Forecasting LNC...
[2025-12-23T20:26:06.103879] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-23T20:26:06.103909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-23T20:26:06.115633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-23T20:26:06.116007] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-23T20:26:06.116803] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-23T20:26:06.116856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:06.116888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:06.116914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:06.116984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:06.173917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:06.174777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:06.174859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:06.174891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:06.308429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:06.309109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:06.309216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:06.309252] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:06.314547] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=23.89%)
[2025-12-23T20:26:06.314908] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-23T20:26:06.315072] [INFO ] [sig       ] LNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:06.458182] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LNC.txt
[2025-12-23T20:26:06.458358] [INFO ] [sig       ] [1922/3557] Completed LNC in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:06.458412] [INFO ] [sig       ] [1923/3557] Forecasting LND...
[2025-12-23T20:26:06.458456] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-23T20:26:06.458487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-23T20:26:06.472158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-23T20:26:06.472563] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-23T20:26:06.473389] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-23T20:26:06.473441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:06.473472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:06.473500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:06.473556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:06.534458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:06.535411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:06.535588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:06.535630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:06.651459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:06.651651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:06.651694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:06.651723] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:06.655668] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-23T20:26:06.656144] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-23T20:26:06.656272] [INFO ] [sig       ] LND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:06.803852] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LND.txt
[2025-12-23T20:26:06.804006] [INFO ] [sig       ] [1923/3557] Completed LND in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-23T20:26:06.804046] [INFO ] [sig       ] [1924/3557] Forecasting LNG...
[2025-12-23T20:26:06.804077] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-23T20:26:06.804106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-23T20:26:06.815873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-23T20:26:06.816242] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-23T20:26:06.817049] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-23T20:26:06.817115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:06.817147] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:06.817174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:06.817230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:06.875981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:06.876835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:06.876921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:06.876954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:06.996644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:06.996811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:06.996850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:06.996879] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:07.000413] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-23T20:26:07.000786] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-23T20:26:07.000927] [INFO ] [sig       ] LNG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:07.150933] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LNG.txt
[2025-12-23T20:26:07.151091] [INFO ] [sig       ] [1924/3557] Completed LNG in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:07.151133] [INFO ] [sig       ] [1925/3557] Forecasting LNKB...
[2025-12-23T20:26:07.151164] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-23T20:26:07.151193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-23T20:26:07.162367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-23T20:26:07.162738] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-23T20:26:07.163660] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-23T20:26:07.163713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:07.163744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:07.163771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:07.163825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:07.221210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:07.222100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:07.222188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:07.222221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:07.340639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:07.340816] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:26:07.340857] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:07.340887] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:07.344457] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-23T20:26:07.344787] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-23T20:26:07.344919] [INFO ] [sig       ] LNKB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:07.485082] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LNKB.txt
[2025-12-23T20:26:07.485241] [INFO ] [sig       ] [1925/3557] Completed LNKB in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:07.485281] [INFO ] [sig       ] [1926/3557] Forecasting LNN...
[2025-12-23T20:26:07.485312] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-23T20:26:07.485342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-23T20:26:07.497388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-23T20:26:07.497788] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-23T20:26:07.498565] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-23T20:26:07.498641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:07.498674] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:07.498700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:07.498756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:07.555459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:07.556393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:07.556495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:07.556529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:07.680737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:07.680890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:07.680950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:07.680992] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:07.684682] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-23T20:26:07.684964] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-23T20:26:07.685095] [INFO ] [sig       ] LNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:07.844526] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LNN.txt
[2025-12-23T20:26:07.844738] [INFO ] [sig       ] [1926/3557] Completed LNN in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:07.844780] [INFO ] [sig       ] [1927/3557] Forecasting LNTH...
[2025-12-23T20:26:07.844810] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-23T20:26:07.844839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-23T20:26:07.856492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-23T20:26:07.856900] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-23T20:26:07.857763] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-23T20:26:07.857819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:07.857852] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:07.857880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:07.857935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:07.913246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:07.914107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:07.914190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:07.914222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:08.035560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:08.035731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:08.035772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:08.035802] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:08.039478] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-23T20:26:08.039800] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-23T20:26:08.039973] [INFO ] [sig       ] LNTH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:08.197000] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LNTH.txt
[2025-12-23T20:26:08.197182] [INFO ] [sig       ] [1927/3557] Completed LNTH in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:08.197239] [INFO ] [sig       ] [1928/3557] Forecasting LNZA...
[2025-12-23T20:26:08.197275] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-23T20:26:08.197306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-23T20:26:08.211211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-23T20:26:08.211604] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-23T20:26:08.212512] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-23T20:26:08.212569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:08.212649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:08.212677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:08.212736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:08.279300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:08.280216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:08.280310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:08.280370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:08.405654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:08.405819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:08.405868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:08.405899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:08.409529] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-23T20:26:08.409873] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-23T20:26:08.410012] [INFO ] [sig       ] LNZA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:08.564667] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LNZA.txt
[2025-12-23T20:26:08.564821] [INFO ] [sig       ] [1928/3557] Completed LNZA in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:08.564864] [INFO ] [sig       ] [1929/3557] Forecasting LOAN...
[2025-12-23T20:26:08.564896] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-23T20:26:08.564927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-23T20:26:08.576544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-23T20:26:08.576947] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-23T20:26:08.577831] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-23T20:26:08.577886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:08.577920] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:08.577948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:08.578005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:08.642050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:08.642952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:08.643036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:08.643069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:08.760890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:08.761047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:08.761088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:08.761118] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:08.764631] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-23T20:26:08.764945] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-23T20:26:08.765078] [INFO ] [sig       ] LOAN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:08.924061] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LOAN.txt
[2025-12-23T20:26:08.924251] [INFO ] [sig       ] [1929/3557] Completed LOAN in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-23T20:26:08.924293] [INFO ] [sig       ] [1930/3557] Forecasting LOB...
[2025-12-23T20:26:08.924325] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-23T20:26:08.924354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-23T20:26:08.937176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-23T20:26:08.937599] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-23T20:26:08.938518] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-23T20:26:08.938604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:08.938670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:08.938700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:08.938756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:09.000976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:09.001943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:09.002027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:09.002060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:09.134339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:09.134505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:09.134560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:09.134625] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:09.138567] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-12-23T20:26:09.138880] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-23T20:26:09.139011] [INFO ] [sig       ] LOB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:09.292254] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LOB.txt
[2025-12-23T20:26:09.292411] [INFO ] [sig       ] [1930/3557] Completed LOB in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:09.292453] [INFO ] [sig       ] [1931/3557] Forecasting LOCO...
[2025-12-23T20:26:09.292504] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-23T20:26:09.292560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-23T20:26:09.306191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-23T20:26:09.306599] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-23T20:26:09.307376] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-23T20:26:09.307430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:09.307461] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:09.307488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:09.307543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:09.364740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:09.365598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:09.365679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:09.365711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:09.484638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:09.484814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:09.484856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:09.484884] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:09.488296] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-12-23T20:26:09.488633] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-23T20:26:09.488777] [INFO ] [sig       ] LOCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:09.630519] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LOCO.txt
[2025-12-23T20:26:09.630701] [INFO ] [sig       ] [1931/3557] Completed LOCO in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:09.630742] [INFO ] [sig       ] [1932/3557] Forecasting LOGI...
[2025-12-23T20:26:09.630773] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-23T20:26:09.630802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-23T20:26:09.642254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-23T20:26:09.642652] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-23T20:26:09.643467] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-23T20:26:09.643526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:09.643557] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:09.643613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:09.643672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:09.702703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:09.703724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:09.703819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:09.703853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:09.822949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:09.823110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:09.823149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:09.823176] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:09.826556] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-23T20:26:09.826856] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-23T20:26:09.826983] [INFO ] [sig       ] LOGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:09.965951] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LOGI.txt
[2025-12-23T20:26:09.966106] [INFO ] [sig       ] [1932/3557] Completed LOGI in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:09.966157] [INFO ] [sig       ] [1933/3557] Forecasting LOMA...
[2025-12-23T20:26:09.966188] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-23T20:26:09.966218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-23T20:26:09.977055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-23T20:26:09.977347] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-23T20:26:09.978115] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-23T20:26:09.978166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:09.978197] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:09.978223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:09.978279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:10.033330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:10.033931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:10.034007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:10.034038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:10.151825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:10.151951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:10.151990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:10.152046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:10.155290] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-23T20:26:10.155562] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-23T20:26:10.155715] [INFO ] [sig       ] LOMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:10.293192] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LOMA.txt
[2025-12-23T20:26:10.293313] [INFO ] [sig       ] [1933/3557] Completed LOMA in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:10.293351] [INFO ] [sig       ] [1934/3557] Forecasting LOPE...
[2025-12-23T20:26:10.293380] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-23T20:26:10.293410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-23T20:26:10.304449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-23T20:26:10.304743] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-23T20:26:10.305487] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-23T20:26:10.305540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:10.305587] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:10.305617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:10.305676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:10.361589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:10.362175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:10.362250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:10.362281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:10.478856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:10.478964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:10.478999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:10.479026] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:10.485413] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-23T20:26:10.485728] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-23T20:26:10.485853] [INFO ] [sig       ] LOPE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:10.623560] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LOPE.txt
[2025-12-23T20:26:10.623691] [INFO ] [sig       ] [1934/3557] Completed LOPE in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:10.623729] [INFO ] [sig       ] [1935/3557] Forecasting LOVE...
[2025-12-23T20:26:10.623757] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-23T20:26:10.623786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-23T20:26:10.635044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-23T20:26:10.635324] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-23T20:26:10.636107] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-23T20:26:10.636160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:10.636203] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:10.636230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:10.636286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:10.691457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:10.692053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:10.692126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:10.692157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:10.812242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:10.812362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:10.812398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:10.812427] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:10.815641] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-12-23T20:26:10.815905] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-23T20:26:10.816025] [INFO ] [sig       ] LOVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:10.953481] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LOVE.txt
[2025-12-23T20:26:10.953655] [INFO ] [sig       ] [1935/3557] Completed LOVE in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:10.953699] [INFO ] [sig       ] [1936/3557] Forecasting LPCN...
[2025-12-23T20:26:10.953730] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-23T20:26:10.953759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-23T20:26:10.964472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-23T20:26:10.964833] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-23T20:26:10.965613] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-23T20:26:10.965666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:10.965698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:10.965724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:10.965780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:11.021495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:11.022335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:11.022414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:11.022446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:11.132943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:11.133049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:11.133085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:11.133112] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:11.136205] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-23T20:26:11.136465] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-23T20:26:11.136610] [INFO ] [sig       ] LPCN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:11.278413] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPCN.txt
[2025-12-23T20:26:11.278547] [INFO ] [sig       ] [1936/3557] Completed LPCN in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:11.278602] [INFO ] [sig       ] [1937/3557] Forecasting LPG...
[2025-12-23T20:26:11.278632] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-23T20:26:11.278662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-23T20:26:11.289742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-23T20:26:11.290027] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-23T20:26:11.290823] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-23T20:26:11.290875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:11.290906] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:11.290932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:11.290989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:11.347012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:11.347632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:11.347706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:11.347737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:11.468425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:11.468539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:11.468596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:11.468628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:11.471799] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-23T20:26:11.472061] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-23T20:26:11.472184] [INFO ] [sig       ] LPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:11.608755] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPG.txt
[2025-12-23T20:26:11.608865] [INFO ] [sig       ] [1937/3557] Completed LPG in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:11.608902] [INFO ] [sig       ] [1938/3557] Forecasting LPL...
[2025-12-23T20:26:11.608931] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-23T20:26:11.608960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-23T20:26:11.619830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-23T20:26:11.620109] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-23T20:26:11.620870] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-23T20:26:11.620922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:11.620953] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:11.620979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:11.621034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:11.676710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:11.677293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:11.677368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:11.677399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:11.791081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:11.791205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:11.791243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:11.791271] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:11.794896] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-12-23T20:26:11.795157] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-23T20:26:11.795280] [INFO ] [sig       ] LPL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:11.933471] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LPL.txt
[2025-12-23T20:26:11.933601] [INFO ] [sig       ] [1938/3557] Completed LPL in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:11.933647] [INFO ] [sig       ] [1939/3557] Forecasting LPLA...
[2025-12-23T20:26:11.933678] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-23T20:26:11.933706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-23T20:26:11.944630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-23T20:26:11.944931] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-23T20:26:11.945697] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-23T20:26:11.945749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:11.945781] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:11.945807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:11.945863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:12.000498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:12.001197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:12.001275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:12.001305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:12.129666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:12.129848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:12.129892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:12.129924] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:12.133723] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-23T20:26:12.134069] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-23T20:26:12.134220] [INFO ] [sig       ] LPLA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:12.278709] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPLA.txt
[2025-12-23T20:26:12.278877] [INFO ] [sig       ] [1939/3557] Completed LPLA in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:12.278918] [INFO ] [sig       ] [1940/3557] Forecasting LPRO...
[2025-12-23T20:26:12.278949] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-23T20:26:12.278979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-23T20:26:12.290945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-23T20:26:12.291295] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-23T20:26:12.292093] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-23T20:26:12.292145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:12.292177] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:12.292204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:12.292260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:12.347355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:12.348012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:12.348118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:12.348151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:12.465880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:12.466032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:12.466072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:12.466101] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:12.469459] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-12-23T20:26:12.469746] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-23T20:26:12.469885] [INFO ] [sig       ] LPRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:12.606274] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LPRO.txt
[2025-12-23T20:26:12.606404] [INFO ] [sig       ] [1940/3557] Completed LPRO in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:12.606443] [INFO ] [sig       ] [1941/3557] Forecasting LPSN...
[2025-12-23T20:26:12.606473] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-23T20:26:12.606501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-23T20:26:12.617454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-23T20:26:12.617789] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-23T20:26:12.618557] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-23T20:26:12.618627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:12.618659] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:12.618684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:12.618739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:12.673695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:12.674307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:12.674382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:12.674414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:12.792087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:12.792227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:12.792267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:12.792295] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:12.795603] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-23T20:26:12.795870] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-23T20:26:12.795994] [INFO ] [sig       ] LPSN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:12.933149] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPSN.txt
[2025-12-23T20:26:12.933276] [INFO ] [sig       ] [1941/3557] Completed LPSN in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-23T20:26:12.933315] [INFO ] [sig       ] [1942/3557] Forecasting LPTH...
[2025-12-23T20:26:12.933344] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-23T20:26:12.933372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-23T20:26:12.944519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-23T20:26:12.944856] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-23T20:26:12.945648] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-23T20:26:12.945710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:12.945745] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:12.945772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:12.945829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:13.000918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:13.001533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:13.001631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:13.001664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:13.123465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:13.123645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:13.123706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:13.123737] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:13.127142] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-12-23T20:26:13.127433] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-23T20:26:13.127568] [INFO ] [sig       ] LPTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:13.272708] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPTH.txt
[2025-12-23T20:26:13.272838] [INFO ] [sig       ] [1942/3557] Completed LPTH in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-23T20:26:13.272877] [INFO ] [sig       ] [1943/3557] Forecasting LPX...
[2025-12-23T20:26:13.272905] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-23T20:26:13.272936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-23T20:26:13.283826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-23T20:26:13.284122] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-23T20:26:13.284891] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-23T20:26:13.284943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:13.284974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:13.285001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:13.285056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:13.339962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:13.340606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:13.340684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:13.340715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:13.460450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:13.460625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:13.460668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:13.460700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:13.464196] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-23T20:26:13.464480] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-23T20:26:13.464645] [INFO ] [sig       ] LPX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:13.601108] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LPX.txt
[2025-12-23T20:26:13.601256] [INFO ] [sig       ] [1943/3557] Completed LPX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-23T20:26:13.601295] [INFO ] [sig       ] [1944/3557] Forecasting LQDA...
[2025-12-23T20:26:13.601324] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-23T20:26:13.601352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-23T20:26:13.612500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-23T20:26:13.612826] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-23T20:26:13.613596] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-23T20:26:13.613652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:13.613683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:13.613717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:13.613771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:13.668993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:13.669726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:13.669810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:13.669843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:13.790179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:13.790319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:13.790360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:13.790388] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:13.793745] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-23T20:26:13.794022] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-23T20:26:13.794147] [INFO ] [sig       ] LQDA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:13.931088] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LQDA.txt
[2025-12-23T20:26:13.931213] [INFO ] [sig       ] [1944/3557] Completed LQDA in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-23T20:26:13.931250] [INFO ] [sig       ] [1945/3557] Forecasting LRCX...
[2025-12-23T20:26:13.931279] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-23T20:26:13.931308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-23T20:26:13.942360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-23T20:26:13.942691] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-23T20:26:13.943456] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-23T20:26:13.943509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:13.943542] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:13.943595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:13.943655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:13.999085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:13.999759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:13.999836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:13.999867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:14.121455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:14.121613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:14.121653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:14.121682] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:14.124950] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-23T20:26:14.125214] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-23T20:26:14.125337] [INFO ] [sig       ] LRCX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:14.269631] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LRCX.txt
[2025-12-23T20:26:14.269799] [INFO ] [sig       ] [1945/3557] Completed LRCX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-23T20:26:14.269842] [INFO ] [sig       ] [1946/3557] Forecasting LRGE...
[2025-12-23T20:26:14.269873] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-23T20:26:14.269903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-23T20:26:14.281079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-23T20:26:14.281417] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-23T20:26:14.282223] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-23T20:26:14.282278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:14.282321] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:14.282349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:14.282405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:14.337732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:14.338592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:14.338672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:14.338703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:14.450087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:14.450198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:14.450235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:14.450264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:14.453402] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-23T20:26:14.453685] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-23T20:26:14.453807] [INFO ] [sig       ] LRGE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:14.591024] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LRGE.txt
[2025-12-23T20:26:14.591135] [INFO ] [sig       ] [1946/3557] Completed LRGE in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-23T20:26:14.591173] [INFO ] [sig       ] [1947/3557] Forecasting LSCC...
[2025-12-23T20:26:14.591202] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-23T20:26:14.591231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-23T20:26:14.602234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-23T20:26:14.602522] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-23T20:26:14.603284] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-23T20:26:14.603336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:14.603392] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:14.603420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:14.603475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:14.658753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:14.659366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:14.659442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:14.659474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:14.775306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:14.775428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:14.775466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:14.775493] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:14.778704] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-23T20:26:14.778972] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-23T20:26:14.779094] [INFO ] [sig       ] LSCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:14.916141] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LSCC.txt
[2025-12-23T20:26:14.916260] [INFO ] [sig       ] [1947/3557] Completed LSCC in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:14.916298] [INFO ] [sig       ] [1948/3557] Forecasting LSPD...
[2025-12-23T20:26:14.916327] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-23T20:26:14.916356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-23T20:26:14.927597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-23T20:26:14.927898] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-23T20:26:14.928662] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-23T20:26:14.928713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:14.928744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:14.928770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:14.928825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:14.987707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:14.988648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:14.988729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:14.988760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:15.109135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:15.109273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:15.109312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:15.109339] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:15.112555] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-12-23T20:26:15.112842] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-23T20:26:15.112965] [INFO ] [sig       ] LSPD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:15.250363] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LSPD.txt
[2025-12-23T20:26:15.250478] [INFO ] [sig       ] [1948/3557] Completed LSPD in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:15.250515] [INFO ] [sig       ] [1949/3557] Forecasting LTC...
[2025-12-23T20:26:15.250545] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-23T20:26:15.250590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-23T20:26:15.261966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-23T20:26:15.262249] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-23T20:26:15.263039] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-23T20:26:15.263092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:15.263126] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:15.263153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:15.263211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:15.321230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:15.322096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:15.322178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:15.322210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:15.437616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:15.437768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:15.437810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:15.437839] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:15.441255] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-23T20:26:15.441527] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-23T20:26:15.441674] [INFO ] [sig       ] LTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:15.578446] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LTC.txt
[2025-12-23T20:26:15.578561] [INFO ] [sig       ] [1949/3557] Completed LTC in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:15.578617] [INFO ] [sig       ] [1950/3557] Forecasting LTH...
[2025-12-23T20:26:15.578653] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-23T20:26:15.578684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-23T20:26:15.589727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-23T20:26:15.590014] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-23T20:26:15.590782] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-23T20:26:15.590832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:15.590863] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:15.590890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:15.590945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:15.646097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:15.646736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:15.646812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:15.646844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:15.761025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:15.761177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:15.761217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:15.761277] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:15.764626] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-12-23T20:26:15.764896] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-23T20:26:15.765021] [INFO ] [sig       ] LTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:15.904551] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LTH.txt
[2025-12-23T20:26:15.904701] [INFO ] [sig       ] [1950/3557] Completed LTH in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:15.904742] [INFO ] [sig       ] [1951/3557] Forecasting LTRN...
[2025-12-23T20:26:15.904770] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-23T20:26:15.904800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-23T20:26:15.915532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-23T20:26:15.915840] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-23T20:26:15.916600] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-23T20:26:15.916653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:15.916684] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:15.916709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:15.916765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:15.971729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:15.972388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:15.972465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:15.972497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:16.085871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:16.086030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:16.086070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:16.086098] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:16.089441] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2025-12-23T20:26:16.089731] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-23T20:26:16.089853] [INFO ] [sig       ] LTRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:16.227011] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LTRN.txt
[2025-12-23T20:26:16.227139] [INFO ] [sig       ] [1951/3557] Completed LTRN in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:16.227177] [INFO ] [sig       ] [1952/3557] Forecasting LTRX...
[2025-12-23T20:26:16.227206] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-23T20:26:16.227235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-23T20:26:16.238261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-23T20:26:16.238584] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-23T20:26:16.239356] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-23T20:26:16.239408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:16.239439] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:16.239464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:16.239519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:16.295163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:16.295795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:16.295871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:16.295903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:16.416660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:16.416816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:16.416857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:16.416886] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:16.420308] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-23T20:26:16.420617] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-23T20:26:16.420748] [INFO ] [sig       ] LTRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:16.563072] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LTRX.txt
[2025-12-23T20:26:16.563211] [INFO ] [sig       ] [1952/3557] Completed LTRX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:16.563249] [INFO ] [sig       ] [1953/3557] Forecasting LUCD...
[2025-12-23T20:26:16.563278] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-23T20:26:16.563309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-23T20:26:16.574661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-23T20:26:16.574961] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-23T20:26:16.575772] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-23T20:26:16.575825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:16.575855] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:16.575882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:16.575937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:16.630987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:16.631618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:16.631697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:16.631729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:16.748424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:16.748539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:16.748592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:16.748655] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:16.751879] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2025-12-23T20:26:16.752142] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-23T20:26:16.752265] [INFO ] [sig       ] LUCD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:16.889007] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LUCD.txt
[2025-12-23T20:26:16.889117] [INFO ] [sig       ] [1953/3557] Completed LUCD in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:16.889155] [INFO ] [sig       ] [1954/3557] Forecasting LUCY...
[2025-12-23T20:26:16.889205] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-23T20:26:16.889239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-23T20:26:16.900021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-23T20:26:16.900298] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-23T20:26:16.901073] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-23T20:26:16.901124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:16.901155] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:16.901182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:16.901237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:16.957013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:16.957609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:16.957683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:16.957721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:17.073919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:17.074035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:17.074071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:17.074099] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:17.077224] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-23T20:26:17.077486] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-23T20:26:17.077623] [INFO ] [sig       ] LUCY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:17.216242] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LUCY.txt
[2025-12-23T20:26:17.216358] [INFO ] [sig       ] [1954/3557] Completed LUCY in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:17.216397] [INFO ] [sig       ] [1955/3557] Forecasting LUMN...
[2025-12-23T20:26:17.216426] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-23T20:26:17.216455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-23T20:26:17.227532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-23T20:26:17.227819] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-23T20:26:17.228556] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-23T20:26:17.228631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:17.228663] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:17.228690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:17.228749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:17.284626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:17.285214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:17.285288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:17.285331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:17.405406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:17.405518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:17.405554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:17.405600] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:17.408807] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-23T20:26:17.409069] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-23T20:26:17.409202] [INFO ] [sig       ] LUMN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:17.547180] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LUMN.txt
[2025-12-23T20:26:17.547340] [INFO ] [sig       ] [1955/3557] Completed LUMN in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:17.547381] [INFO ] [sig       ] [1956/3557] Forecasting LUNG...
[2025-12-23T20:26:17.547414] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-23T20:26:17.547444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-23T20:26:17.559905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-23T20:26:17.560256] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-23T20:26:17.561045] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-23T20:26:17.561098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:17.561129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:17.561156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:17.561211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:17.617298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:17.618140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:17.618223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:17.618255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:17.737492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:17.737624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:17.737663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:17.737691] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:17.741333] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=33.53%)
[2025-12-23T20:26:17.741614] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-23T20:26:17.741740] [INFO ] [sig       ] LUNG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:17.879013] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LUNG.txt
[2025-12-23T20:26:17.879124] [INFO ] [sig       ] [1956/3557] Completed LUNG in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:17.879162] [INFO ] [sig       ] [1957/3557] Forecasting LVHD...
[2025-12-23T20:26:17.879208] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-23T20:26:17.879237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-23T20:26:17.890160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-23T20:26:17.890441] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-23T20:26:17.891206] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-23T20:26:17.891258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:17.891289] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:17.891344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:17.891403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:17.947483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:17.948101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:17.948200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:17.948232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:18.061410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:18.061525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:18.061562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:18.061609] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:18.064778] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-23T20:26:18.065041] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-23T20:26:18.065162] [INFO ] [sig       ] LVHD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:18.203014] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LVHD.txt
[2025-12-23T20:26:18.203123] [INFO ] [sig       ] [1957/3557] Completed LVHD in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:18.203160] [INFO ] [sig       ] [1958/3557] Forecasting LVO...
[2025-12-23T20:26:18.203190] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-23T20:26:18.203220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-23T20:26:18.214284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-23T20:26:18.214562] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-23T20:26:18.215346] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-23T20:26:18.215398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:18.215429] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:18.215454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:18.215508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:18.271914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:18.272500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:18.272591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:18.272625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:18.389553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:18.389746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:18.389791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:18.389822] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:18.393397] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-23T20:26:18.393710] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-23T20:26:18.393849] [INFO ] [sig       ] LVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:18.532746] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LVO.txt
[2025-12-23T20:26:18.532926] [INFO ] [sig       ] [1958/3557] Completed LVO in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:18.532968] [INFO ] [sig       ] [1959/3557] Forecasting LVS...
[2025-12-23T20:26:18.532998] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-23T20:26:18.533026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-23T20:26:18.544974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-23T20:26:18.545347] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-23T20:26:18.546183] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-23T20:26:18.546236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:18.546267] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:18.546294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:18.546348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:18.602074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:18.602990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:18.603073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:18.603105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:18.725444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:18.725631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:18.725674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:18.725706] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:18.729143] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-23T20:26:18.729460] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-23T20:26:18.729618] [INFO ] [sig       ] LVS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:18.870405] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LVS.txt
[2025-12-23T20:26:18.870588] [INFO ] [sig       ] [1959/3557] Completed LVS in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-23T20:26:18.870631] [INFO ] [sig       ] [1960/3557] Forecasting LWAY...
[2025-12-23T20:26:18.870664] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-23T20:26:18.870694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-23T20:26:18.882096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-23T20:26:18.882451] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-23T20:26:18.883265] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-23T20:26:18.883319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:18.883352] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:18.883379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:18.883435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:18.942169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:18.943047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:18.943129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:18.943163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:19.074161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:19.074325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:19.074366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:19.074396] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:19.077777] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-23T20:26:19.078058] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-23T20:26:19.078182] [INFO ] [sig       ] LWAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:19.217858] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LWAY.txt
[2025-12-23T20:26:19.218038] [INFO ] [sig       ] [1960/3557] Completed LWAY in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-23T20:26:19.218082] [INFO ] [sig       ] [1961/3557] Forecasting LWLG...
[2025-12-23T20:26:19.218114] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-23T20:26:19.218152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-23T20:26:19.229939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-23T20:26:19.230229] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-23T20:26:19.231005] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-23T20:26:19.231057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:19.231089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:19.231115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:19.231172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:19.289464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:19.290340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:19.290421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:19.290455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:19.411602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:19.411733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:19.411771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:19.411799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:19.414982] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-23T20:26:19.415246] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-23T20:26:19.415366] [INFO ] [sig       ] LWLG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:19.552451] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LWLG.txt
[2025-12-23T20:26:19.552608] [INFO ] [sig       ] [1961/3557] Completed LWLG in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-23T20:26:19.552648] [INFO ] [sig       ] [1962/3557] Forecasting LX...
[2025-12-23T20:26:19.552678] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-23T20:26:19.552707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-23T20:26:19.564089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-23T20:26:19.564373] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-23T20:26:19.565137] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-23T20:26:19.565189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:19.565221] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:19.565248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:19.565303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:19.622207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:19.623055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:19.623136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:19.623171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:19.748295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:19.748438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:19.748478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:19.748507] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:19.751821] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-23T20:26:19.752084] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-23T20:26:19.752207] [INFO ] [sig       ] LX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:19.890281] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LX.txt
[2025-12-23T20:26:19.890416] [INFO ] [sig       ] [1962/3557] Completed LX in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-23T20:26:19.890456] [INFO ] [sig       ] [1963/3557] Forecasting LXEO...
[2025-12-23T20:26:19.890486] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-23T20:26:19.890515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-23T20:26:19.902169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-23T20:26:19.902447] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-23T20:26:19.903205] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-23T20:26:19.903257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:19.903288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:19.903313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:19.903368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:19.960607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:19.961205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:19.961283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:19.961315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:20.077919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:20.078059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:20.078097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:20.078125] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:20.081400] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-23T20:26:20.081690] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-23T20:26:20.081812] [INFO ] [sig       ] LXEO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:20.219892] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LXEO.txt
[2025-12-23T20:26:20.220004] [INFO ] [sig       ] [1963/3557] Completed LXEO in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-23T20:26:20.220041] [INFO ] [sig       ] [1964/3557] Forecasting LXP...
[2025-12-23T20:26:20.220070] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-23T20:26:20.220099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-23T20:26:20.231506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-23T20:26:20.231805] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-23T20:26:20.232618] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-23T20:26:20.232670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:20.232727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:20.232755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:20.232815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:20.288904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:20.289549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:20.289644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:20.289679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:20.404259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:20.404376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:20.404413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:20.404442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:20.407642] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2025-12-23T20:26:20.407915] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-23T20:26:20.408036] [INFO ] [sig       ] LXP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:20.603317] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LXP.txt
[2025-12-23T20:26:20.603457] [INFO ] [sig       ] [1964/3557] Completed LXP in 0.4s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:20.603497] [INFO ] [sig       ] [1965/3557] Forecasting LYB...
[2025-12-23T20:26:20.603528] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-23T20:26:20.603559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-23T20:26:20.615255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-23T20:26:20.615528] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-23T20:26:20.616298] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-23T20:26:20.616351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:20.616383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:20.616410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:20.616470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:20.674760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:20.675395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:20.675474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:20.675507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:20.790605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:20.790730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:20.790769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:20.790799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:20.794008] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2025-12-23T20:26:20.794268] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-23T20:26:20.794391] [INFO ] [sig       ] LYB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:20.933202] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LYB.txt
[2025-12-23T20:26:20.933316] [INFO ] [sig       ] [1965/3557] Completed LYB in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:20.933354] [INFO ] [sig       ] [1966/3557] Forecasting LYEL...
[2025-12-23T20:26:20.933383] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-23T20:26:20.933410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-23T20:26:20.944673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-23T20:26:20.944961] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-23T20:26:20.945732] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-23T20:26:20.945784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:20.945816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:20.945843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:20.945899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:21.003589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:21.004187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:21.004265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:21.004298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:21.123856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:21.123994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:21.124040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:21.124080] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:21.127365] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-23T20:26:21.127646] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-23T20:26:21.127780] [INFO ] [sig       ] LYEL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:21.266273] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LYEL.txt
[2025-12-23T20:26:21.266395] [INFO ] [sig       ] [1966/3557] Completed LYEL in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:21.266436] [INFO ] [sig       ] [1967/3557] Forecasting LYG...
[2025-12-23T20:26:21.266465] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-23T20:26:21.266498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-23T20:26:21.278223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-23T20:26:21.278503] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-23T20:26:21.279333] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-23T20:26:21.279387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:21.279419] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:21.279445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:21.279501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:21.338083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:21.338778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:21.338873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:21.338914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:21.460910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:21.461038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:21.461075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:21.461133] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:21.464356] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-23T20:26:21.464644] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-23T20:26:21.464767] [INFO ] [sig       ] LYG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:21.603872] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LYG.txt
[2025-12-23T20:26:21.604000] [INFO ] [sig       ] [1967/3557] Completed LYG in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:21.604043] [INFO ] [sig       ] [1968/3557] Forecasting LYRA...
[2025-12-23T20:26:21.604087] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-23T20:26:21.604117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-23T20:26:21.615390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-23T20:26:21.615662] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-23T20:26:21.616405] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-23T20:26:21.616456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:21.616487] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:21.616514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:21.616586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:21.674387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:21.675022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:21.675103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:21.675152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:21.794618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:21.794761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:21.794805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:21.794836] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:21.798182] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-23T20:26:21.798460] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-23T20:26:21.798607] [INFO ] [sig       ] LYRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:21.935943] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LYRA.txt
[2025-12-23T20:26:21.936055] [INFO ] [sig       ] [1968/3557] Completed LYRA in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:21.936092] [INFO ] [sig       ] [1969/3557] Forecasting LYTS...
[2025-12-23T20:26:21.936120] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-23T20:26:21.936149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-23T20:26:21.947669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-23T20:26:21.947945] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-23T20:26:21.948701] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-23T20:26:21.948752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:21.948783] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:21.948810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:21.948871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:22.010107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:22.010968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:22.011056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:22.011091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:22.129049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:22.129210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:22.129252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:22.129280] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:22.132604] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-23T20:26:22.132886] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-23T20:26:22.133030] [INFO ] [sig       ] LYTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:22.274765] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LYTS.txt
[2025-12-23T20:26:22.274912] [INFO ] [sig       ] [1969/3557] Completed LYTS in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:22.274961] [INFO ] [sig       ] [1970/3557] Forecasting LZ...
[2025-12-23T20:26:22.274997] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-23T20:26:22.275029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-23T20:26:22.287568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-23T20:26:22.288029] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-23T20:26:22.288852] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-23T20:26:22.288920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:22.288952] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:22.288979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:22.289033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:22.344896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:22.345820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:22.345906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:22.345937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:22.463784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:22.463950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:22.463992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:22.464021] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:22.467440] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-23T20:26:22.467742] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-23T20:26:22.467875] [INFO ] [sig       ] LZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:22.609648] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LZ.txt
[2025-12-23T20:26:22.609825] [INFO ] [sig       ] [1970/3557] Completed LZ in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:22.609865] [INFO ] [sig       ] [1971/3557] Forecasting LZB...
[2025-12-23T20:26:22.609894] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-23T20:26:22.609924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-23T20:26:22.621396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-23T20:26:22.621810] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-23T20:26:22.622604] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-23T20:26:22.622656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:22.622687] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:22.622713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:22.622767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:22.679521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:22.680335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:22.680414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:22.680446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:22.800723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:22.800836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:22.800877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:22.800905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:22.804075] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-23T20:26:22.804344] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-23T20:26:22.804470] [INFO ] [sig       ] LZB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:22.942441] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/LZB.txt
[2025-12-23T20:26:22.942603] [INFO ] [sig       ] [1971/3557] Completed LZB in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:22.942645] [INFO ] [sig       ] [1972/3557] Forecasting LZM...
[2025-12-23T20:26:22.942675] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-23T20:26:22.942703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-23T20:26:22.955237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-23T20:26:22.955655] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-23T20:26:22.956439] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-23T20:26:22.956492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:22.956523] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:22.956549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:22.956624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:23.013520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:23.014364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:23.014451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:23.014483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:23.133302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:23.133460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:23.133501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:23.133529] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:23.136909] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-23T20:26:23.137193] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-23T20:26:23.137319] [INFO ] [sig       ] LZM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:23.275115] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/LZM.txt
[2025-12-23T20:26:23.275247] [INFO ] [sig       ] [1972/3557] Completed LZM in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:23.275286] [INFO ] [sig       ] [1973/3557] Forecasting M...
[2025-12-23T20:26:23.275315] [INFO ] [sig       ] Generating forecast for: M
[2025-12-23T20:26:23.275344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-23T20:26:23.287453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-23T20:26:23.287784] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-23T20:26:23.288549] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-23T20:26:23.288618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:23.288651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:23.288678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:23.288734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:23.344543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:23.345173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:23.345251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:23.345283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:23.467998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:23.468149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:23.468189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:23.468218] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:23.471568] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-23T20:26:23.471882] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-23T20:26:23.472007] [INFO ] [sig       ] M: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:23.609260] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/M.txt
[2025-12-23T20:26:23.609375] [INFO ] [sig       ] [1973/3557] Completed M in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:23.609418] [INFO ] [sig       ] [1974/3557] Forecasting MA...
[2025-12-23T20:26:23.609447] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-23T20:26:23.609475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-23T20:26:23.621139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-23T20:26:23.621429] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-23T20:26:23.622194] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-23T20:26:23.622245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:23.622276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:23.622303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:23.622358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:23.677993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:23.678628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:23.678703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:23.678760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:23.798394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:23.798526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:23.798564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:23.798613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:23.801942] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-23T20:26:23.802214] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-23T20:26:23.802338] [INFO ] [sig       ] MA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:23.942712] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MA.txt
[2025-12-23T20:26:23.942863] [INFO ] [sig       ] [1974/3557] Completed MA in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:23.942904] [INFO ] [sig       ] [1975/3557] Forecasting MAA...
[2025-12-23T20:26:23.942934] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-23T20:26:23.942963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-23T20:26:23.954292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-23T20:26:23.954624] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-23T20:26:23.955374] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-23T20:26:23.955426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:23.955457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:23.955483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:23.955538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:24.010840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:24.011499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:24.011613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:24.011648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:24.130259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:24.130409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:24.130449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:24.130477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:24.133777] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-23T20:26:24.134041] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-23T20:26:24.134164] [INFO ] [sig       ] MAA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:24.273720] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAA.txt
[2025-12-23T20:26:24.273868] [INFO ] [sig       ] [1975/3557] Completed MAA in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:24.273907] [INFO ] [sig       ] [1976/3557] Forecasting MAC...
[2025-12-23T20:26:24.273940] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-23T20:26:24.273971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-23T20:26:24.285954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-23T20:26:24.286384] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-23T20:26:24.287246] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-23T20:26:24.287302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:24.287343] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:24.287374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:24.287431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:24.344778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:24.345482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:24.345561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:24.345617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:24.469644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:24.469787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:24.469829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:24.469859] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:24.473227] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-23T20:26:24.473517] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-23T20:26:24.473664] [INFO ] [sig       ] MAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:24.611599] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAC.txt
[2025-12-23T20:26:24.611736] [INFO ] [sig       ] [1976/3557] Completed MAC in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:24.611777] [INFO ] [sig       ] [1977/3557] Forecasting MAMA...
[2025-12-23T20:26:24.611807] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-23T20:26:24.611836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-23T20:26:24.623256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-23T20:26:24.623582] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-23T20:26:24.624327] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-23T20:26:24.624379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:24.624411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:24.624439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:24.624495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:24.679903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:24.680506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:24.680597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:24.680630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:24.803399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:24.803535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:24.803591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:24.803639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:24.806930] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-23T20:26:24.807201] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-23T20:26:24.807328] [INFO ] [sig       ] MAMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:24.945795] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAMA.txt
[2025-12-23T20:26:24.945949] [INFO ] [sig       ] [1977/3557] Completed MAMA in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-23T20:26:24.945990] [INFO ] [sig       ] [1978/3557] Forecasting MAN...
[2025-12-23T20:26:24.946020] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-23T20:26:24.946048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-23T20:26:24.957407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-23T20:26:24.957800] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-23T20:26:24.958603] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-23T20:26:24.958655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:24.958686] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:24.958713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:24.958767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:25.014918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:25.015764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:25.015843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:25.015876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:25.133128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:25.133287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:25.133326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:25.133355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:25.136761] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-23T20:26:25.137037] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-23T20:26:25.137161] [INFO ] [sig       ] MAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:25.276264] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAN.txt
[2025-12-23T20:26:25.276415] [INFO ] [sig       ] [1978/3557] Completed MAN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-23T20:26:25.276454] [INFO ] [sig       ] [1979/3557] Forecasting MANH...
[2025-12-23T20:26:25.276484] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-23T20:26:25.276514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-23T20:26:25.288116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-23T20:26:25.288462] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-23T20:26:25.289265] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-23T20:26:25.289318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:25.289350] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:25.289376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:25.289430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:25.344473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:25.345249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:25.345332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:25.345379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:25.466392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:25.466559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:25.466619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:25.466647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:25.470056] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-23T20:26:25.470331] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-23T20:26:25.470455] [INFO ] [sig       ] MANH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:25.606856] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MANH.txt
[2025-12-23T20:26:25.607011] [INFO ] [sig       ] [1979/3557] Completed MANH in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-23T20:26:25.607051] [INFO ] [sig       ] [1980/3557] Forecasting MARA...
[2025-12-23T20:26:25.607081] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-23T20:26:25.607111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-23T20:26:25.618711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-23T20:26:25.619044] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-23T20:26:25.619843] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-23T20:26:25.619896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:25.619927] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:25.619957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:25.620021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:25.675493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:25.676310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:25.676392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:25.676424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:25.801481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:25.801650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:25.801692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:25.801721] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:25.804987] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=42.33%)
[2025-12-23T20:26:25.805254] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-23T20:26:25.805379] [INFO ] [sig       ] MARA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:25.942077] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MARA.txt
[2025-12-23T20:26:25.942205] [INFO ] [sig       ] [1980/3557] Completed MARA in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-23T20:26:25.942244] [INFO ] [sig       ] [1981/3557] Forecasting MAS...
[2025-12-23T20:26:25.942274] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-23T20:26:25.942304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-23T20:26:25.953205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-23T20:26:25.953489] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-23T20:26:25.954285] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-23T20:26:25.954337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:25.954394] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:25.954432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:25.954488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:26.009971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:26.010626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:26.010704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:26.010736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:26.126544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:26.126705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:26.126743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:26.126773] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:26.130078] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-23T20:26:26.130353] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-23T20:26:26.130477] [INFO ] [sig       ] MAS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:26.268495] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MAS.txt
[2025-12-23T20:26:26.268636] [INFO ] [sig       ] [1981/3557] Completed MAS in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:26.268677] [INFO ] [sig       ] [1982/3557] Forecasting MASI...
[2025-12-23T20:26:26.268706] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-23T20:26:26.268735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-23T20:26:26.280191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-23T20:26:26.280507] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-23T20:26:26.281276] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-23T20:26:26.281328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:26.281359] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:26.281385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:26.281440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:26.337382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:26.338014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:26.338091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:26.338122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:26.456053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:26.456234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:26.456274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:26.456303] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:26.459675] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-23T20:26:26.459953] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-23T20:26:26.460076] [INFO ] [sig       ] MASI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:26.598252] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MASI.txt
[2025-12-23T20:26:26.598394] [INFO ] [sig       ] [1982/3557] Completed MASI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:26.598434] [INFO ] [sig       ] [1983/3557] Forecasting MASS...
[2025-12-23T20:26:26.598465] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-23T20:26:26.598496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-23T20:26:26.609930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-23T20:26:26.610250] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-23T20:26:26.611031] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-23T20:26:26.611082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:26.611113] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:26.611139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:26.611193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:26.666177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:26.666822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:26.666899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:26.666930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:26.786922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:26.787087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:26.787129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:26.787157] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:26.790539] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-23T20:26:26.790826] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-23T20:26:26.790948] [INFO ] [sig       ] MASS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:26.928297] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MASS.txt
[2025-12-23T20:26:26.928426] [INFO ] [sig       ] [1983/3557] Completed MASS in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:26.928464] [INFO ] [sig       ] [1984/3557] Forecasting MATX...
[2025-12-23T20:26:26.928493] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-23T20:26:26.928523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-23T20:26:26.939905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-23T20:26:26.940202] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-23T20:26:26.940959] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-23T20:26:26.941012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:26.941042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:26.941069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:26.941123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:27.000120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:27.000835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:27.000949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:27.000990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:27.117509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:27.117676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:27.117716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:27.117777] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:27.121161] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-23T20:26:27.121432] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-23T20:26:27.121555] [INFO ] [sig       ] MATX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:27.259261] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MATX.txt
[2025-12-23T20:26:27.259393] [INFO ] [sig       ] [1984/3557] Completed MATX in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:27.259432] [INFO ] [sig       ] [1985/3557] Forecasting MAX...
[2025-12-23T20:26:27.259460] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-23T20:26:27.259495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-23T20:26:27.271007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-23T20:26:27.271333] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-23T20:26:27.272116] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-23T20:26:27.272168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:27.272199] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:27.272225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:27.272280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:27.327953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:27.328667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:27.328745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:27.328777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:27.443105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:27.443249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:27.443288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:27.443316] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:27.446601] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-23T20:26:27.446882] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-23T20:26:27.447008] [INFO ] [sig       ] MAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:27.587394] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAX.txt
[2025-12-23T20:26:27.587532] [INFO ] [sig       ] [1985/3557] Completed MAX in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:27.587587] [INFO ] [sig       ] [1986/3557] Forecasting MAXI...
[2025-12-23T20:26:27.587620] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-23T20:26:27.587650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-23T20:26:27.599028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-23T20:26:27.599350] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-23T20:26:27.600144] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-23T20:26:27.600196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:27.600227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:27.600253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:27.600309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:27.655051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:27.655720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:27.655796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:27.655828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:27.771354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:27.771512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:27.771556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:27.771606] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:27.775075] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-23T20:26:27.775360] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-23T20:26:27.775491] [INFO ] [sig       ] MAXI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:27.917887] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MAXI.txt
[2025-12-23T20:26:27.918028] [INFO ] [sig       ] [1986/3557] Completed MAXI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:27.918068] [INFO ] [sig       ] [1987/3557] Forecasting MAXN...
[2025-12-23T20:26:27.918097] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-23T20:26:27.918128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-23T20:26:27.929754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-23T20:26:27.930088] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-23T20:26:27.930869] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-23T20:26:27.930921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:27.930953] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:27.930981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:27.931038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:27.988476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:27.989165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:27.989267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:27.989300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:28.100686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:28.100842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:28.100885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:28.100914] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:28.104266] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-12-23T20:26:28.104543] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-23T20:26:28.104687] [INFO ] [sig       ] MAXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:28.243103] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MAXN.txt
[2025-12-23T20:26:28.243261] [INFO ] [sig       ] [1987/3557] Completed MAXN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:28.243301] [INFO ] [sig       ] [1988/3557] Forecasting MBB...
[2025-12-23T20:26:28.243331] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-23T20:26:28.243361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-23T20:26:28.254528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-23T20:26:28.254907] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-23T20:26:28.255690] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-23T20:26:28.255742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:28.255773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:28.255800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:28.255855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:28.311549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:28.312388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:28.312467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:28.312498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:28.432560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:28.432739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:28.432780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:28.432809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:28.436153] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-23T20:26:28.436428] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-23T20:26:28.436549] [INFO ] [sig       ] MBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:28.578179] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBB.txt
[2025-12-23T20:26:28.578318] [INFO ] [sig       ] [1988/3557] Completed MBB in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:28.578357] [INFO ] [sig       ] [1989/3557] Forecasting MBC...
[2025-12-23T20:26:28.578386] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-23T20:26:28.578415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-23T20:26:28.590077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-23T20:26:28.590378] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-23T20:26:28.591151] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-23T20:26:28.591203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:28.591235] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:28.591261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:28.591317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:28.646931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:28.647812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:28.647928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:28.647963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:28.767466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:28.767641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:28.767681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:28.767710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:28.771248] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-23T20:26:28.771558] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-23T20:26:28.771727] [INFO ] [sig       ] MBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:28.916158] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBC.txt
[2025-12-23T20:26:28.916314] [INFO ] [sig       ] [1989/3557] Completed MBC in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:28.916355] [INFO ] [sig       ] [1990/3557] Forecasting MBCN...
[2025-12-23T20:26:28.916387] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-23T20:26:28.916451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-23T20:26:28.927399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-23T20:26:28.927692] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-23T20:26:28.928511] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-23T20:26:28.928566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:28.928626] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:28.928655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:28.928713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:28.996342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:28.997491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:28.997627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:28.997685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:29.097125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:29.097276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:29.097316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:29.097344] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:29.100694] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-23T20:26:29.100969] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-23T20:26:29.101096] [INFO ] [sig       ] MBCN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:29.238729] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MBCN.txt
[2025-12-23T20:26:29.238863] [INFO ] [sig       ] [1990/3557] Completed MBCN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:29.238903] [INFO ] [sig       ] [1991/3557] Forecasting MBI...
[2025-12-23T20:26:29.238934] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-23T20:26:29.238964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-23T20:26:29.250895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-23T20:26:29.251219] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-23T20:26:29.252014] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-23T20:26:29.252067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:29.252097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:29.252124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:29.252180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:29.307933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:29.308694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:29.308805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:29.308839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:29.426466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:29.426639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:29.426682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:29.426711] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:29.430027] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-23T20:26:29.430305] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-23T20:26:29.430429] [INFO ] [sig       ] MBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:29.567826] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBI.txt
[2025-12-23T20:26:29.567966] [INFO ] [sig       ] [1991/3557] Completed MBI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:29.568005] [INFO ] [sig       ] [1992/3557] Forecasting MBIN...
[2025-12-23T20:26:29.568035] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-23T20:26:29.568065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-23T20:26:29.579464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-23T20:26:29.579801] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-23T20:26:29.580559] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-23T20:26:29.580633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:29.580664] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:29.580690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:29.580745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:29.636459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:29.637104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:29.637182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:29.637214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:29.757793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:29.757949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:29.757989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:29.758018] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:29.761353] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-23T20:26:29.761641] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-23T20:26:29.761763] [INFO ] [sig       ] MBIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:29.901526] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MBIN.txt
[2025-12-23T20:26:29.901687] [INFO ] [sig       ] [1992/3557] Completed MBIN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:29.901729] [INFO ] [sig       ] [1993/3557] Forecasting MBIO...
[2025-12-23T20:26:29.901760] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-23T20:26:29.901790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-23T20:26:29.913248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-23T20:26:29.913542] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-23T20:26:29.914318] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-23T20:26:29.914371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:29.914403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:29.914429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:29.914484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:29.969691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:29.970279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:29.970353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:29.970385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:30.091978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:30.092142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:30.092181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:30.092209] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:30.095628] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-12-23T20:26:30.095925] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-23T20:26:30.096077] [INFO ] [sig       ] MBIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:30.237281] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBIO.txt
[2025-12-23T20:26:30.237421] [INFO ] [sig       ] [1993/3557] Completed MBIO in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:30.237461] [INFO ] [sig       ] [1994/3557] Forecasting MBLY...
[2025-12-23T20:26:30.237494] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-23T20:26:30.237525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-23T20:26:30.249378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-23T20:26:30.249715] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-23T20:26:30.250515] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-23T20:26:30.250600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:30.250640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:30.250666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:30.250723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:30.308679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:30.309545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:30.309647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:30.309681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:30.428615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:30.428770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:30.428810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:30.428840] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:30.432247] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-23T20:26:30.432524] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-23T20:26:30.432674] [INFO ] [sig       ] MBLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:30.570269] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MBLY.txt
[2025-12-23T20:26:30.570427] [INFO ] [sig       ] [1994/3557] Completed MBLY in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:30.570467] [INFO ] [sig       ] [1995/3557] Forecasting MBS...
[2025-12-23T20:26:30.570496] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-23T20:26:30.570527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-23T20:26:30.581077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-23T20:26:30.581355] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-23T20:26:30.582134] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-23T20:26:30.582196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:30.582228] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:30.582255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:30.582312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:30.639097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:30.639843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:30.639922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:30.639954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:30.753280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:30.753439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:30.753480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:30.753513] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:30.756996] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-23T20:26:30.757277] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-23T20:26:30.757402] [INFO ] [sig       ] MBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:30.901090] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBS.txt
[2025-12-23T20:26:30.901239] [INFO ] [sig       ] [1995/3557] Completed MBS in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-23T20:26:30.901280] [INFO ] [sig       ] [1996/3557] Forecasting MBWM...
[2025-12-23T20:26:30.901310] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-23T20:26:30.901341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-23T20:26:30.913398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-23T20:26:30.913787] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-23T20:26:30.914561] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-23T20:26:30.914631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:30.914663] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:30.914689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:30.914744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:30.970206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:30.971065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:30.971158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:30.971198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:31.086600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:31.086755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:31.086794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:31.086823] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:31.090265] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=38.10%)
[2025-12-23T20:26:31.090540] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-23T20:26:31.090682] [INFO ] [sig       ] MBWM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:31.227840] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBWM.txt
[2025-12-23T20:26:31.227978] [INFO ] [sig       ] [1996/3557] Completed MBWM in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-23T20:26:31.228017] [INFO ] [sig       ] [1997/3557] Forecasting MBX...
[2025-12-23T20:26:31.228046] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-23T20:26:31.228076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-23T20:26:31.239637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-23T20:26:31.240019] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-23T20:26:31.240807] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-23T20:26:31.240860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:31.240891] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:31.240918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:31.240974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:31.297107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:31.297839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:31.297916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:31.297948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:31.422221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:31.422381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:31.422422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:31.422452] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:31.425785] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-23T20:26:31.426057] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-23T20:26:31.426183] [INFO ] [sig       ] MBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:31.566316] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MBX.txt
[2025-12-23T20:26:31.566466] [INFO ] [sig       ] [1997/3557] Completed MBX in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-23T20:26:31.566511] [INFO ] [sig       ] [1998/3557] Forecasting MC...
[2025-12-23T20:26:31.566542] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-23T20:26:31.566589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-23T20:26:31.577812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-23T20:26:31.578121] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-23T20:26:31.578897] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-23T20:26:31.578949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:31.579007] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:31.579036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:31.579093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:31.646443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:31.647353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:31.647445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:31.647479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:31.766038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:31.766196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:31.766235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:31.766265] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:31.769636] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-23T20:26:31.769907] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-23T20:26:31.770031] [INFO ] [sig       ] MC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:31.907704] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MC.txt
[2025-12-23T20:26:31.907854] [INFO ] [sig       ] [1998/3557] Completed MC in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:31.907895] [INFO ] [sig       ] [1999/3557] Forecasting MCBS...
[2025-12-23T20:26:31.907924] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-23T20:26:31.907954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-23T20:26:31.919867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-23T20:26:31.920228] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-23T20:26:31.921054] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-23T20:26:31.921110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:31.921144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:31.921171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:31.921229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:31.979221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:31.980120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:31.980205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:31.980239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:32.102782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:32.102947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:32.102997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:32.103028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:32.106512] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-12-23T20:26:32.106825] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-23T20:26:32.106953] [INFO ] [sig       ] MCBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:32.249698] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MCBS.txt
[2025-12-23T20:26:32.249866] [INFO ] [sig       ] [1999/3557] Completed MCBS in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:32.249915] [INFO ] [sig       ] [2000/3557] Forecasting MCHI...
[2025-12-23T20:26:32.249945] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-23T20:26:32.249978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-23T20:26:32.261521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-23T20:26:32.261866] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-23T20:26:32.262663] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-23T20:26:32.262717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:32.262749] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:32.262780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:32.262850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:32.322021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:32.322759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:32.322841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:32.322874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:32.449070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:32.449248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:32.449290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:32.449318] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:32.452783] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-23T20:26:32.453074] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-23T20:26:32.453203] [INFO ] [sig       ] MCHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:32.596053] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCHI.txt
[2025-12-23T20:26:32.596190] [INFO ] [sig       ] [2000/3557] Completed MCHI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:32.596230] [INFO ] [sig       ] [2001/3557] Forecasting MCHP...
[2025-12-23T20:26:32.596258] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-23T20:26:32.596290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-23T20:26:32.607488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-23T20:26:32.607811] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-23T20:26:32.608611] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-23T20:26:32.608665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:32.608697] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:32.608724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:32.608780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:32.666952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:32.667676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:32.667757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:32.667790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:32.792518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:32.792689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:32.792747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:32.792807] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:32.796181] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-23T20:26:32.796457] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-23T20:26:32.796601] [INFO ] [sig       ] MCHP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:32.938901] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MCHP.txt
[2025-12-23T20:26:32.939032] [INFO ] [sig       ] [2001/3557] Completed MCHP in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:32.939072] [INFO ] [sig       ] [2002/3557] Forecasting MCHX...
[2025-12-23T20:26:32.939102] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-23T20:26:32.939131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-23T20:26:32.950456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-23T20:26:32.950745] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-23T20:26:32.951499] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-23T20:26:32.951551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:32.951608] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:32.951637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:32.951693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:33.009593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:33.010424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:33.010503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:33.010535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:33.116373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:33.116524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:33.116563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:33.116610] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:33.119919] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-23T20:26:33.120218] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-23T20:26:33.120350] [INFO ] [sig       ] MCHX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:33.258444] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MCHX.txt
[2025-12-23T20:26:33.258598] [INFO ] [sig       ] [2002/3557] Completed MCHX in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:33.258640] [INFO ] [sig       ] [2003/3557] Forecasting MCI...
[2025-12-23T20:26:33.258670] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-23T20:26:33.258699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-23T20:26:33.269691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-23T20:26:33.270000] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-23T20:26:33.270781] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-23T20:26:33.270834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:33.270865] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:33.270891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:33.270947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:33.326895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:33.327627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:33.327704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:33.327737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:33.440874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:33.441022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:33.441061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:33.441090] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:33.444433] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-23T20:26:33.444722] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-23T20:26:33.444847] [INFO ] [sig       ] MCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:33.582372] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCI.txt
[2025-12-23T20:26:33.582505] [INFO ] [sig       ] [2003/3557] Completed MCI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:33.582544] [INFO ] [sig       ] [2004/3557] Forecasting MCK...
[2025-12-23T20:26:33.582597] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-23T20:26:33.582631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-23T20:26:33.593567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-23T20:26:33.593892] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-23T20:26:33.594666] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-23T20:26:33.594718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:33.594748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:33.594774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:33.594829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:33.652336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:33.653096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:33.653179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:33.653212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:33.775199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:33.775335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:33.775374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:33.775402] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:33.778843] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-23T20:26:33.779119] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-23T20:26:33.779264] [INFO ] [sig       ] MCK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:33.921184] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCK.txt
[2025-12-23T20:26:33.921326] [INFO ] [sig       ] [2004/3557] Completed MCK in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:33.921555] [INFO ] [sig       ] [2005/3557] Forecasting MCN...
[2025-12-23T20:26:33.921608] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-23T20:26:33.921638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-23T20:26:33.932984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-23T20:26:33.933480] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-23T20:26:33.934255] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-23T20:26:33.934307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:33.934350] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:33.934377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:33.934432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:33.990453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:33.991171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:33.991251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:33.991283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:34.108678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:34.108828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:34.108868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:34.108899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:34.112323] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=40.71%)
[2025-12-23T20:26:34.112615] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-23T20:26:34.112740] [INFO ] [sig       ] MCN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:34.256447] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MCN.txt
[2025-12-23T20:26:34.256620] [INFO ] [sig       ] [2005/3557] Completed MCN in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:34.256663] [INFO ] [sig       ] [2006/3557] Forecasting MCO...
[2025-12-23T20:26:34.256693] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-23T20:26:34.256724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-23T20:26:34.267723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-23T20:26:34.268043] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-23T20:26:34.268814] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-23T20:26:34.268865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:34.268896] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:34.268922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:34.268978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:34.325376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:34.326220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:34.326327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:34.326361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:34.446212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:34.446365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:34.446407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:34.446436] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:34.449891] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-23T20:26:34.450165] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-23T20:26:34.450291] [INFO ] [sig       ] MCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:34.590280] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MCO.txt
[2025-12-23T20:26:34.590410] [INFO ] [sig       ] [2006/3557] Completed MCO in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:34.590449] [INFO ] [sig       ] [2007/3557] Forecasting MCRB...
[2025-12-23T20:26:34.590478] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-23T20:26:34.590506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-23T20:26:34.601525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-23T20:26:34.601868] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-23T20:26:34.602699] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-23T20:26:34.602755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:34.602787] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:34.602813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:34.602870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:34.660246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:34.661028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:34.661110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:34.661143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:34.778781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:34.778931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:34.778972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:34.779001] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:34.782332] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-23T20:26:34.782623] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-23T20:26:34.782748] [INFO ] [sig       ] MCRB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:34.924991] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCRB.txt
[2025-12-23T20:26:34.925130] [INFO ] [sig       ] [2007/3557] Completed MCRB in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:34.925168] [INFO ] [sig       ] [2008/3557] Forecasting MCRI...
[2025-12-23T20:26:34.925198] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-23T20:26:34.925227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-23T20:26:34.936145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-23T20:26:34.936467] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-23T20:26:34.937231] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-23T20:26:34.937283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:34.937314] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:34.937342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:34.937396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:34.996802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:34.997673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:34.997822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:34.997879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:35.120761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:35.120925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:35.120977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:35.121008] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:35.124479] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-23T20:26:35.124781] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-23T20:26:35.124910] [INFO ] [sig       ] MCRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:35.264013] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCRI.txt
[2025-12-23T20:26:35.264160] [INFO ] [sig       ] [2008/3557] Completed MCRI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:35.264204] [INFO ] [sig       ] [2009/3557] Forecasting MCS...
[2025-12-23T20:26:35.264243] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-23T20:26:35.264275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-23T20:26:35.275677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-23T20:26:35.275994] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-23T20:26:35.276836] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-23T20:26:35.276889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:35.276921] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:35.276949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:35.277005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:35.334663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:35.335403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:35.335483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:35.335516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:35.458807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:35.458969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:35.459030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:35.459061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:35.462631] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-23T20:26:35.462906] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-23T20:26:35.463031] [INFO ] [sig       ] MCS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:35.602031] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCS.txt
[2025-12-23T20:26:35.602190] [INFO ] [sig       ] [2009/3557] Completed MCS in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:35.602232] [INFO ] [sig       ] [2010/3557] Forecasting MCY...
[2025-12-23T20:26:35.602262] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-23T20:26:35.602292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-23T20:26:35.613800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-23T20:26:35.614140] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-23T20:26:35.614970] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-23T20:26:35.615024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:35.615055] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:35.615083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:35.615140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:35.671796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:35.672655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:35.672737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:35.672769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:35.793163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:35.793365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:35.793406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:35.793434] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:35.796809] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-12-23T20:26:35.797084] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-23T20:26:35.797214] [INFO ] [sig       ] MCY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:35.935662] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MCY.txt
[2025-12-23T20:26:35.935819] [INFO ] [sig       ] [2010/3557] Completed MCY in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:35.935859] [INFO ] [sig       ] [2011/3557] Forecasting MD...
[2025-12-23T20:26:35.935888] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-23T20:26:35.935917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-23T20:26:35.947517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-23T20:26:35.947841] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-23T20:26:35.948602] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-23T20:26:35.948654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:35.948686] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:35.948713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:35.948768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:36.003921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:36.004634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:36.004711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:36.004743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:36.124526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:36.124692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:36.124732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:36.124763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:36.128099] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-23T20:26:36.128372] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-23T20:26:36.128494] [INFO ] [sig       ] MD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:36.266289] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MD.txt
[2025-12-23T20:26:36.266477] [INFO ] [sig       ] [2011/3557] Completed MD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:36.266518] [INFO ] [sig       ] [2012/3557] Forecasting MDAI...
[2025-12-23T20:26:36.266547] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-23T20:26:36.266594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-23T20:26:36.278066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-23T20:26:36.278399] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-23T20:26:36.279202] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-23T20:26:36.279254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:36.279285] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:36.279311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:36.279365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:36.335625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:36.336428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:36.336507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:36.336539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:36.462565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:36.462733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:36.462774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:36.462819] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:36.466328] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-23T20:26:36.466633] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-23T20:26:36.466763] [INFO ] [sig       ] MDAI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:36.605153] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MDAI.txt
[2025-12-23T20:26:36.605283] [INFO ] [sig       ] [2012/3557] Completed MDAI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:36.605322] [INFO ] [sig       ] [2013/3557] Forecasting MDB...
[2025-12-23T20:26:36.605352] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-23T20:26:36.605383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-23T20:26:36.616352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-23T20:26:36.616702] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-23T20:26:36.617471] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-23T20:26:36.617524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:36.617556] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:36.617606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:36.617665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:36.675367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:36.676113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:36.676190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:36.676222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:36.798344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:36.798495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:36.798534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:36.798563] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:36.801903] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-12-23T20:26:36.802167] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-23T20:26:36.802290] [INFO ] [sig       ] MDB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:36.941563] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MDB.txt
[2025-12-23T20:26:36.941716] [INFO ] [sig       ] [2013/3557] Completed MDB in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-23T20:26:36.941756] [INFO ] [sig       ] [2014/3557] Forecasting MDGL...
[2025-12-23T20:26:36.941786] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-23T20:26:36.941816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-23T20:26:36.953018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-23T20:26:36.953320] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-23T20:26:36.954121] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-23T20:26:36.954174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:36.954207] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:36.954236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:36.954306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:37.012906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:37.013746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:37.013829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:37.013862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:37.144767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:37.144925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:37.144968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:37.144999] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:37.148507] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-12-23T20:26:37.148826] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-23T20:26:37.148961] [INFO ] [sig       ] MDGL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:37.292646] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MDGL.txt
[2025-12-23T20:26:37.292854] [INFO ] [sig       ] [2014/3557] Completed MDGL in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-23T20:26:37.292917] [INFO ] [sig       ] [2015/3557] Forecasting MDLZ...
[2025-12-23T20:26:37.292964] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-23T20:26:37.293011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-23T20:26:37.304740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-23T20:26:37.305074] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-23T20:26:37.305882] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-23T20:26:37.305937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:37.305998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:37.306028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:37.306086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:37.361284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:37.362003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:37.362093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:37.362127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:37.479617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:37.479783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:37.479822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:37.479851] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:37.483139] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-23T20:26:37.483405] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-23T20:26:37.483525] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:37.628732] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MDLZ.txt
[2025-12-23T20:26:37.628883] [INFO ] [sig       ] [2015/3557] Completed MDLZ in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:37.628925] [INFO ] [sig       ] [2016/3557] Forecasting MDWD...
[2025-12-23T20:26:37.628955] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-23T20:26:37.628983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-23T20:26:37.640507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-23T20:26:37.640883] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-23T20:26:37.641703] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-23T20:26:37.641757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:37.641790] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:37.641817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:37.641886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:37.698379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:37.699238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:37.699324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:37.699357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:37.832721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:37.832878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:37.832920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:37.832949] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:37.836389] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-23T20:26:37.836700] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-23T20:26:37.836834] [INFO ] [sig       ] MDWD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:37.977199] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MDWD.txt
[2025-12-23T20:26:37.977333] [INFO ] [sig       ] [2016/3557] Completed MDWD in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:37.977372] [INFO ] [sig       ] [2017/3557] Forecasting MDXG...
[2025-12-23T20:26:37.977402] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-23T20:26:37.977431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-23T20:26:37.988501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-23T20:26:37.988818] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-23T20:26:37.989670] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-23T20:26:37.989725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:37.989759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:37.989787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:37.989845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:38.045503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:38.046284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:38.046381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:38.046415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:38.163170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:38.163329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:38.163368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:38.163397] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:38.166754] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-23T20:26:38.167030] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-23T20:26:38.167154] [INFO ] [sig       ] MDXG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:38.305513] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MDXG.txt
[2025-12-23T20:26:38.305664] [INFO ] [sig       ] [2017/3557] Completed MDXG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:38.305704] [INFO ] [sig       ] [2018/3557] Forecasting MDXH...
[2025-12-23T20:26:38.305734] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-23T20:26:38.305763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-23T20:26:38.317159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-23T20:26:38.317468] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-23T20:26:38.318241] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-23T20:26:38.318322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:38.318356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:38.318383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:38.318443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:38.373934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:38.374612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:38.374689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:38.374720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:38.489975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:38.490127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:38.490167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:38.490230] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:38.493599] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-23T20:26:38.493871] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-23T20:26:38.493995] [INFO ] [sig       ] MDXH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:38.634057] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MDXH.txt
[2025-12-23T20:26:38.634205] [INFO ] [sig       ] [2018/3557] Completed MDXH in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:38.634245] [INFO ] [sig       ] [2019/3557] Forecasting MEC...
[2025-12-23T20:26:38.634276] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-23T20:26:38.634309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-23T20:26:38.645675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-23T20:26:38.646056] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-23T20:26:38.646853] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-23T20:26:38.646906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:38.646937] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:38.646962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:38.647017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:38.704707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:38.705525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:38.705627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:38.705663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:38.827751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:38.827896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:38.827936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:38.827965] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:38.831423] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-23T20:26:38.831716] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-23T20:26:38.831866] [INFO ] [sig       ] MEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:38.971496] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MEC.txt
[2025-12-23T20:26:38.971707] [INFO ] [sig       ] [2019/3557] Completed MEC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:38.971758] [INFO ] [sig       ] [2020/3557] Forecasting MED...
[2025-12-23T20:26:38.971791] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-23T20:26:38.971835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-23T20:26:38.987054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-23T20:26:38.987495] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-23T20:26:38.988655] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-23T20:26:38.988726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:38.988780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:38.988829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:38.988923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:39.053651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:39.054591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:39.054676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:39.054711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:39.177920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:39.178075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:39.178119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:39.178151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:39.181567] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-23T20:26:39.181872] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-23T20:26:39.182004] [INFO ] [sig       ] MED: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:39.322983] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MED.txt
[2025-12-23T20:26:39.323183] [INFO ] [sig       ] [2020/3557] Completed MED in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:39.323234] [INFO ] [sig       ] [2021/3557] Forecasting MEDP...
[2025-12-23T20:26:39.323265] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-23T20:26:39.323295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-23T20:26:39.334795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-23T20:26:39.335114] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-23T20:26:39.335886] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-23T20:26:39.335938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:39.335969] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:39.335996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:39.336051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:39.392383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:39.393132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:39.393210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:39.393241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:39.515109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:39.515259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:39.515298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:39.515327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:39.518647] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-23T20:26:39.518912] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-23T20:26:39.519033] [INFO ] [sig       ] MEDP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:39.663867] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MEDP.txt
[2025-12-23T20:26:39.664069] [INFO ] [sig       ] [2021/3557] Completed MEDP in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:39.664117] [INFO ] [sig       ] [2022/3557] Forecasting MEG...
[2025-12-23T20:26:39.664150] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-23T20:26:39.664182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-23T20:26:39.676168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-23T20:26:39.676548] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-23T20:26:39.677389] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-23T20:26:39.677444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:39.677476] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:39.677503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:39.677560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:39.735616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:39.736683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:39.736772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:39.736807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:39.860313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:39.860470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:39.860511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:39.860540] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:39.864407] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-23T20:26:39.864947] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-23T20:26:39.865087] [INFO ] [sig       ] MEG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:40.006731] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MEG.txt
[2025-12-23T20:26:40.006932] [INFO ] [sig       ] [2022/3557] Completed MEG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:40.006989] [INFO ] [sig       ] [2023/3557] Forecasting MEGI...
[2025-12-23T20:26:40.007033] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-23T20:26:40.007077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-23T20:26:40.019231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-23T20:26:40.019643] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-23T20:26:40.020459] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-23T20:26:40.020514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:40.020545] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:40.020598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:40.020660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:40.082402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:40.083313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:40.083400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:40.083433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:40.208442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:40.208608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:40.208650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:40.208680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:40.212063] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-23T20:26:40.212357] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-23T20:26:40.212482] [INFO ] [sig       ] MEGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:40.354783] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MEGI.txt
[2025-12-23T20:26:40.354914] [INFO ] [sig       ] [2023/3557] Completed MEGI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:40.354953] [INFO ] [sig       ] [2024/3557] Forecasting MEI...
[2025-12-23T20:26:40.354982] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-23T20:26:40.355011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-23T20:26:40.366205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-23T20:26:40.366517] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-23T20:26:40.367289] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-23T20:26:40.367341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:40.367372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:40.367399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:40.367454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:40.424690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:40.425375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:40.425455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:40.425488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:40.545281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:40.545432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:40.545471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:40.545499] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:40.548829] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-12-23T20:26:40.549095] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-23T20:26:40.549232] [INFO ] [sig       ] MEI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:40.687512] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MEI.txt
[2025-12-23T20:26:40.687728] [INFO ] [sig       ] [2024/3557] Completed MEI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:40.687777] [INFO ] [sig       ] [2025/3557] Forecasting MELI...
[2025-12-23T20:26:40.687808] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-23T20:26:40.687837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-23T20:26:40.699062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-23T20:26:40.699411] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-23T20:26:40.700225] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-23T20:26:40.700279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:40.700316] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:40.700344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:40.700402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:40.758623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:40.759421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:40.759532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:40.759568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:40.876279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:40.876453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:40.876493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:40.876522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:40.879840] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-23T20:26:40.880114] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-23T20:26:40.880237] [INFO ] [sig       ] MELI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:41.018716] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MELI.txt
[2025-12-23T20:26:41.018862] [INFO ] [sig       ] [2025/3557] Completed MELI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:41.018900] [INFO ] [sig       ] [2026/3557] Forecasting MEOH...
[2025-12-23T20:26:41.018931] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-23T20:26:41.018960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-23T20:26:41.029815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-23T20:26:41.030112] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-23T20:26:41.030906] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-23T20:26:41.030958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:41.030992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:41.031020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:41.031077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:41.086814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:41.087568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:41.087665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:41.087697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:41.211217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:41.211383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:41.211434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:41.211464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:41.215075] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-23T20:26:41.215361] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-23T20:26:41.215490] [INFO ] [sig       ] MEOH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:41.355855] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MEOH.txt
[2025-12-23T20:26:41.356011] [INFO ] [sig       ] [2026/3557] Completed MEOH in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:41.356052] [INFO ] [sig       ] [2027/3557] Forecasting MERC...
[2025-12-23T20:26:41.356083] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-23T20:26:41.356112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-23T20:26:41.367359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-23T20:26:41.367695] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-23T20:26:41.368445] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-23T20:26:41.368497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:41.368528] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:41.368554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:41.368629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:41.424099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:41.424746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:41.424839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:41.424872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:41.549316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:41.549477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:41.549516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:41.549545] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:41.552933] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-12-23T20:26:41.553246] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-23T20:26:41.553399] [INFO ] [sig       ] MERC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:41.694166] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MERC.txt
[2025-12-23T20:26:41.694322] [INFO ] [sig       ] [2027/3557] Completed MERC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:41.694386] [INFO ] [sig       ] [2028/3557] Forecasting META...
[2025-12-23T20:26:41.694419] [INFO ] [sig       ] Generating forecast for: META
[2025-12-23T20:26:41.694448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-23T20:26:41.705855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-23T20:26:41.706193] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-23T20:26:41.707014] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-23T20:26:41.707069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:41.707103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:41.707131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:41.707193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:41.777210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:41.778556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:41.778678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:41.778712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:41.921060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:41.921315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:41.921373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:41.921417] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:41.926935] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-23T20:26:41.927483] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-23T20:26:41.927712] [INFO ] [sig       ] META: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:42.073357] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/META.txt
[2025-12-23T20:26:42.073614] [INFO ] [sig       ] [2028/3557] Completed META in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:42.073662] [INFO ] [sig       ] [2029/3557] Forecasting METC...
[2025-12-23T20:26:42.073695] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-23T20:26:42.073728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-23T20:26:42.086718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-23T20:26:42.087209] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-23T20:26:42.088106] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-23T20:26:42.088162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:42.088214] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:42.088241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:42.088299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:42.145228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:42.146303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:42.146398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:42.146430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:42.264099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:42.264360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:42.264404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:42.264433] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:42.268251] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-23T20:26:42.268548] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-23T20:26:42.268703] [INFO ] [sig       ] METC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:42.409259] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/METC.txt
[2025-12-23T20:26:42.409458] [INFO ] [sig       ] [2029/3557] Completed METC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:42.409501] [INFO ] [sig       ] [2030/3557] Forecasting METCB...
[2025-12-23T20:26:42.409532] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-23T20:26:42.409563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-23T20:26:42.422765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-23T20:26:42.423283] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-23T20:26:42.424221] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-23T20:26:42.424278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:42.424349] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:42.424381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:42.424441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:42.484408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:42.485509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:42.485630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:42.485682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:42.617721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:42.617952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:42.617998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:42.618026] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:42.621853] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-23T20:26:42.622197] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-23T20:26:42.622343] [INFO ] [sig       ] METCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:42.762252] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/METCB.txt
[2025-12-23T20:26:42.762418] [INFO ] [sig       ] [2030/3557] Completed METCB in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-23T20:26:42.762459] [INFO ] [sig       ] [2031/3557] Forecasting METD...
[2025-12-23T20:26:42.762489] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-23T20:26:42.762519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-23T20:26:42.775063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-23T20:26:42.775443] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-23T20:26:42.776227] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-23T20:26:42.776280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:42.776312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:42.776338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:42.776393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:42.832149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:42.832813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:42.832891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:42.832923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:42.954301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:42.954464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:42.954503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:42.954532] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:42.957876] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-23T20:26:42.958143] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-23T20:26:42.958263] [INFO ] [sig       ] METD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:43.094535] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/METD.txt
[2025-12-23T20:26:43.094688] [INFO ] [sig       ] [2031/3557] Completed METD in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-23T20:26:43.094728] [INFO ] [sig       ] [2032/3557] Forecasting MFA...
[2025-12-23T20:26:43.094758] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-23T20:26:43.094787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-23T20:26:43.107149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-23T20:26:43.107596] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-23T20:26:43.108549] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-23T20:26:43.108624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:43.108689] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:43.108719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:43.108778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:43.166882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:43.167781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:43.167865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:43.167897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:43.292941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:43.293111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:43.293154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:43.293184] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:43.296712] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-23T20:26:43.296987] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-23T20:26:43.297114] [INFO ] [sig       ] MFA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:43.440553] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MFA.txt
[2025-12-23T20:26:43.440734] [INFO ] [sig       ] [2032/3557] Completed MFA in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:43.440783] [INFO ] [sig       ] [2033/3557] Forecasting MFC...
[2025-12-23T20:26:43.440814] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-23T20:26:43.440843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-23T20:26:43.452173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-23T20:26:43.452496] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-23T20:26:43.453282] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-23T20:26:43.453335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:43.453368] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:43.453396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:43.453454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:43.509914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:43.510650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:43.510732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:43.510767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:43.634514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:43.634695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:43.634749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:43.634779] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:43.638252] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-12-23T20:26:43.638533] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-23T20:26:43.638679] [INFO ] [sig       ] MFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:43.779399] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MFC.txt
[2025-12-23T20:26:43.779564] [INFO ] [sig       ] [2033/3557] Completed MFC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:43.779623] [INFO ] [sig       ] [2034/3557] Forecasting MFG...
[2025-12-23T20:26:43.779653] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-23T20:26:43.779683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-23T20:26:43.791040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-23T20:26:43.791344] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-23T20:26:43.792133] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-23T20:26:43.792186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:43.792218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:43.792244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:43.792300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:43.848405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:43.849297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:43.849378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:43.849410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:43.971655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:43.971815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:43.971854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:43.971882] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:43.975176] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-23T20:26:43.975443] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-23T20:26:43.975603] [INFO ] [sig       ] MFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:44.113918] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MFG.txt
[2025-12-23T20:26:44.114081] [INFO ] [sig       ] [2034/3557] Completed MFG in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:44.114128] [INFO ] [sig       ] [2035/3557] Forecasting MFI...
[2025-12-23T20:26:44.114160] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-23T20:26:44.114192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-23T20:26:44.126075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-23T20:26:44.126400] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-23T20:26:44.127167] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-23T20:26:44.127220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:44.127251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:44.127277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:44.127331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:44.184719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:44.185496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:44.185593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:44.185630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:44.307420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:44.307597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:44.307640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:44.307671] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:44.311205] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-23T20:26:44.311486] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-23T20:26:44.311644] [INFO ] [sig       ] MFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:44.451815] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MFI.txt
[2025-12-23T20:26:44.451974] [INFO ] [sig       ] [2035/3557] Completed MFI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:44.452022] [INFO ] [sig       ] [2036/3557] Forecasting MFIC...
[2025-12-23T20:26:44.452054] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-23T20:26:44.452085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-23T20:26:44.463909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-23T20:26:44.464241] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-23T20:26:44.465039] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-23T20:26:44.465093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:44.465125] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:44.465154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:44.465211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:44.521476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:44.522148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:44.522231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:44.522264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:44.644319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:44.644473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:44.644530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:44.644561] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:44.647881] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-23T20:26:44.648155] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-23T20:26:44.648300] [INFO ] [sig       ] MFIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:44.790511] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MFIC.txt
[2025-12-23T20:26:44.790670] [INFO ] [sig       ] [2036/3557] Completed MFIC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:44.790710] [INFO ] [sig       ] [2037/3557] Forecasting MFIN...
[2025-12-23T20:26:44.790740] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-23T20:26:44.790771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-23T20:26:44.801863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-23T20:26:44.802157] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-23T20:26:44.802931] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-23T20:26:44.802983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:44.803015] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:44.803041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:44.803096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:44.859725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:44.860510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:44.860623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:44.860667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:44.980463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:44.980645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:44.980687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:44.980716] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:44.984910] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-23T20:26:44.985335] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-23T20:26:44.985531] [INFO ] [sig       ] MFIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:45.126544] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MFIN.txt
[2025-12-23T20:26:45.126711] [INFO ] [sig       ] [2037/3557] Completed MFIN in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:45.126751] [INFO ] [sig       ] [2038/3557] Forecasting MFM...
[2025-12-23T20:26:45.126780] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-23T20:26:45.126809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-23T20:26:45.137521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-23T20:26:45.137827] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-23T20:26:45.138592] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-23T20:26:45.138646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:45.138678] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:45.138705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:45.138782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:45.194871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:45.195609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:45.195707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:45.195743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:45.313931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:45.314086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:45.314138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:45.314170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:45.317467] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-23T20:26:45.317753] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-23T20:26:45.317879] [INFO ] [sig       ] MFM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:45.458420] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MFM.txt
[2025-12-23T20:26:45.458563] [INFO ] [sig       ] [2038/3557] Completed MFM in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:45.458623] [INFO ] [sig       ] [2039/3557] Forecasting MG...
[2025-12-23T20:26:45.458652] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-23T20:26:45.458681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-23T20:26:45.470023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-23T20:26:45.470380] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-23T20:26:45.471202] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-23T20:26:45.471256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:45.471290] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:45.471318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:45.471375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:45.528049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:45.528819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:45.528900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:45.528934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:45.645471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:45.645646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:45.645687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:45.645718] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:45.649302] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-23T20:26:45.649612] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-23T20:26:45.649745] [INFO ] [sig       ] MG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:45.790945] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MG.txt
[2025-12-23T20:26:45.791087] [INFO ] [sig       ] [2039/3557] Completed MG in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:45.791128] [INFO ] [sig       ] [2040/3557] Forecasting MGA...
[2025-12-23T20:26:45.791159] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-23T20:26:45.791189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-23T20:26:45.802276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-23T20:26:45.802546] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-23T20:26:45.803312] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-23T20:26:45.803363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:45.803395] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:45.803432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:45.803489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:45.859358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:45.860143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:45.860224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:45.860257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:45.985258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:45.985416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:45.985457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:45.985488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:45.988942] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-23T20:26:45.989243] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-23T20:26:45.989372] [INFO ] [sig       ] MGA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:46.130393] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGA.txt
[2025-12-23T20:26:46.130541] [INFO ] [sig       ] [2040/3557] Completed MGA in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:46.130597] [INFO ] [sig       ] [2041/3557] Forecasting MGEE...
[2025-12-23T20:26:46.130630] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-23T20:26:46.130661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-23T20:26:46.141754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-23T20:26:46.142072] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-23T20:26:46.142858] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-23T20:26:46.142911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:46.142941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:46.142967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:46.143022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:46.201075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:46.201905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:46.201987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:46.202021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:46.324216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:46.324375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:46.324415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:46.324443] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:46.327762] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-23T20:26:46.328041] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-23T20:26:46.328165] [INFO ] [sig       ] MGEE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:46.480313] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGEE.txt
[2025-12-23T20:26:46.480462] [INFO ] [sig       ] [2041/3557] Completed MGEE in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:46.480501] [INFO ] [sig       ] [2042/3557] Forecasting MGIC...
[2025-12-23T20:26:46.480530] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-23T20:26:46.480558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-23T20:26:46.491909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-23T20:26:46.492212] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-23T20:26:46.492982] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-23T20:26:46.493034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:46.493064] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:46.493090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:46.493144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:46.550325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:46.551107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:46.551217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:46.551252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:46.674566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:46.674746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:46.674785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:46.674815] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:46.678132] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-12-23T20:26:46.678403] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-23T20:26:46.678525] [INFO ] [sig       ] MGIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:46.821822] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGIC.txt
[2025-12-23T20:26:46.822003] [INFO ] [sig       ] [2042/3557] Completed MGIC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:46.822050] [INFO ] [sig       ] [2043/3557] Forecasting MGM...
[2025-12-23T20:26:46.822083] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-23T20:26:46.822113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-23T20:26:46.833805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-23T20:26:46.834137] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-23T20:26:46.834994] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-23T20:26:46.835050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:46.835083] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:46.835111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:46.835168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:46.891687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:46.892485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:46.892607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:46.892646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:47.012498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:47.012678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:47.012719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:47.012750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:47.016149] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-23T20:26:47.016428] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-23T20:26:47.016556] [INFO ] [sig       ] MGM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:47.158599] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGM.txt
[2025-12-23T20:26:47.158745] [INFO ] [sig       ] [2043/3557] Completed MGM in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:47.158784] [INFO ] [sig       ] [2044/3557] Forecasting MGNI...
[2025-12-23T20:26:47.158813] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-23T20:26:47.158849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-23T20:26:47.170004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-23T20:26:47.170342] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-23T20:26:47.171133] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-23T20:26:47.171185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:47.171216] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:47.171241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:47.171295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:47.227461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:47.228150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:47.228228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:47.228260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:47.353737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:47.353896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:47.353938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:47.353966] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:47.357766] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-23T20:26:47.358060] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-23T20:26:47.358191] [INFO ] [sig       ] MGNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:47.506328] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGNI.txt
[2025-12-23T20:26:47.506498] [INFO ] [sig       ] [2044/3557] Completed MGNI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:47.506538] [INFO ] [sig       ] [2045/3557] Forecasting MGNX...
[2025-12-23T20:26:47.506587] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-23T20:26:47.506619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-23T20:26:47.518075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-23T20:26:47.518429] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-23T20:26:47.519237] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-23T20:26:47.519289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:47.519321] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:47.519347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:47.519402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:47.575245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:47.576142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:47.576227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:47.576261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:47.698923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:47.699086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:47.699128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:47.699159] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:47.702796] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-23T20:26:47.703099] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-23T20:26:47.703239] [INFO ] [sig       ] MGNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:47.868625] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGNX.txt
[2025-12-23T20:26:47.868907] [INFO ] [sig       ] [2045/3557] Completed MGNX in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:47.868978] [INFO ] [sig       ] [2046/3557] Forecasting MGPI...
[2025-12-23T20:26:47.869031] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-23T20:26:47.869082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-23T20:26:47.882641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-23T20:26:47.883116] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-23T20:26:47.884184] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-23T20:26:47.884248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:47.884287] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:47.884318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:47.884390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:47.964754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:47.965719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:47.965810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:47.965844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:48.117712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:48.117881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:48.117924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:48.117954] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:48.122477] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-23T20:26:48.122928] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-23T20:26:48.123095] [INFO ] [sig       ] MGPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:48.343175] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGPI.txt
[2025-12-23T20:26:48.343371] [INFO ] [sig       ] [2046/3557] Completed MGPI in 0.5s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:48.343435] [INFO ] [sig       ] [2047/3557] Forecasting MGRC...
[2025-12-23T20:26:48.343470] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-23T20:26:48.343504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-23T20:26:48.364766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-23T20:26:48.365283] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-23T20:26:48.366362] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-23T20:26:48.366431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:48.366471] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:48.366500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:48.366557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:48.438101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:48.439273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:48.439398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:48.439440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:48.597892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:48.598070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:48.598118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:48.598185] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:48.602156] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-23T20:26:48.602566] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-23T20:26:48.602751] [INFO ] [sig       ] MGRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:48.757943] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MGRC.txt
[2025-12-23T20:26:48.758148] [INFO ] [sig       ] [2047/3557] Completed MGRC in 0.4s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-23T20:26:48.758200] [INFO ] [sig       ] [2048/3557] Forecasting MGTX...
[2025-12-23T20:26:48.758232] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-23T20:26:48.758261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-23T20:26:48.771158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-23T20:26:48.771561] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-23T20:26:48.772485] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-23T20:26:48.772541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:48.772592] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:48.772623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:48.772690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:48.842818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:48.844079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:48.844225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:48.844263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:48.977157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:48.977356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:48.977411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:48.977445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:48.981389] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-23T20:26:48.981795] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-23T20:26:48.981958] [INFO ] [sig       ] MGTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:49.147505] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MGTX.txt
[2025-12-23T20:26:49.147721] [INFO ] [sig       ] [2048/3557] Completed MGTX in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-23T20:26:49.147782] [INFO ] [sig       ] [2049/3557] Forecasting MGX...
[2025-12-23T20:26:49.147817] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-23T20:26:49.147859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-23T20:26:49.160940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-23T20:26:49.161324] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-23T20:26:49.162267] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-23T20:26:49.162324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:49.162395] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:49.162437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:49.162510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:49.221487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:49.222346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:49.222431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:49.222490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:49.348066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:49.348218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:49.348260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:49.348289] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:49.351730] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-23T20:26:49.352012] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-23T20:26:49.352139] [INFO ] [sig       ] MGX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:49.492145] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MGX.txt
[2025-12-23T20:26:49.492285] [INFO ] [sig       ] [2049/3557] Completed MGX in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-23T20:26:49.492325] [INFO ] [sig       ] [2050/3557] Forecasting MGY...
[2025-12-23T20:26:49.492355] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-23T20:26:49.492384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-23T20:26:49.503711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-23T20:26:49.504012] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-23T20:26:49.504786] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-23T20:26:49.504839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:49.504870] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:49.504897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:49.504952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:49.563420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:49.564124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:49.564204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:49.564238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:49.682927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:49.683075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:49.683118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:49.683146] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:49.686443] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=51.78%)
[2025-12-23T20:26:49.686737] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-23T20:26:49.686860] [INFO ] [sig       ] MGY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:49.826250] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MGY.txt
[2025-12-23T20:26:49.826406] [INFO ] [sig       ] [2050/3557] Completed MGY in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:49.826444] [INFO ] [sig       ] [2051/3557] Forecasting MHD...
[2025-12-23T20:26:49.826474] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-23T20:26:49.826505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-23T20:26:49.838499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-23T20:26:49.838917] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-23T20:26:49.839761] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-23T20:26:49.839820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:49.839852] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:49.839879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:49.839954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:49.896170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:49.896982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:49.897061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:49.897093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:50.009703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:50.009858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:50.009898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:50.009925] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:50.013247] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-23T20:26:50.013521] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-23T20:26:50.013661] [INFO ] [sig       ] MHD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:50.151667] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MHD.txt
[2025-12-23T20:26:50.151810] [INFO ] [sig       ] [2051/3557] Completed MHD in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:50.151847] [INFO ] [sig       ] [2052/3557] Forecasting MHF...
[2025-12-23T20:26:50.151876] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-23T20:26:50.151925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-23T20:26:50.162833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-23T20:26:50.163121] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-23T20:26:50.163894] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-23T20:26:50.163946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:50.163977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:50.164003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:50.164058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:50.220138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:50.220848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:50.220925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:50.220957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:50.339900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:50.340055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:50.340096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:50.340124] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:50.343481] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-23T20:26:50.343776] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-23T20:26:50.343899] [INFO ] [sig       ] MHF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:50.482446] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MHF.txt
[2025-12-23T20:26:50.482595] [INFO ] [sig       ] [2052/3557] Completed MHF in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:50.482636] [INFO ] [sig       ] [2053/3557] Forecasting MHK...
[2025-12-23T20:26:50.482667] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-23T20:26:50.482696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-23T20:26:50.494633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-23T20:26:50.494934] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-23T20:26:50.495700] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-23T20:26:50.495765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:50.495797] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:50.495823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:50.495879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:50.551408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:50.552098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:50.552177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:50.552209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:50.665776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:50.665932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:50.665973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:50.666003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:50.669401] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-12-23T20:26:50.669697] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-23T20:26:50.669822] [INFO ] [sig       ] MHK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:50.809154] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MHK.txt
[2025-12-23T20:26:50.809306] [INFO ] [sig       ] [2053/3557] Completed MHK in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:50.809345] [INFO ] [sig       ] [2054/3557] Forecasting MHN...
[2025-12-23T20:26:50.809373] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-23T20:26:50.809402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-23T20:26:50.820988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-23T20:26:50.821348] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-23T20:26:50.822148] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-23T20:26:50.822201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:50.822232] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:50.822257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:50.822312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:50.877881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:50.878739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:50.878818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:50.878849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:50.992013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:50.992173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:50.992218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:50.992248] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:50.995715] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-23T20:26:50.996010] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-23T20:26:50.996144] [INFO ] [sig       ] MHN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:51.137108] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MHN.txt
[2025-12-23T20:26:51.137248] [INFO ] [sig       ] [2054/3557] Completed MHN in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:51.137287] [INFO ] [sig       ] [2055/3557] Forecasting MHO...
[2025-12-23T20:26:51.137318] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-23T20:26:51.137347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-23T20:26:51.149559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-23T20:26:51.149937] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-23T20:26:51.150780] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-23T20:26:51.150833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:51.150865] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:51.150892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:51.150949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:51.208497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:51.209338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:51.209419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:51.209453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:51.329407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:51.329599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:51.329650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:51.329682] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:51.332977] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-23T20:26:51.333239] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-23T20:26:51.333362] [INFO ] [sig       ] MHO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:51.472053] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MHO.txt
[2025-12-23T20:26:51.472195] [INFO ] [sig       ] [2055/3557] Completed MHO in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:51.472235] [INFO ] [sig       ] [2056/3557] Forecasting MIDD...
[2025-12-23T20:26:51.472264] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-23T20:26:51.472294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-23T20:26:51.485876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-23T20:26:51.486494] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-23T20:26:51.487455] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-23T20:26:51.487549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:51.487617] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:51.487647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:51.487706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:51.546906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:51.548065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:51.548171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:51.548206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:51.673125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:51.673359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:51.673405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:51.673435] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:51.677549] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-23T20:26:51.678026] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-23T20:26:51.678199] [INFO ] [sig       ] MIDD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:51.857315] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MIDD.txt
[2025-12-23T20:26:51.857597] [INFO ] [sig       ] [2056/3557] Completed MIDD in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:51.857667] [INFO ] [sig       ] [2057/3557] Forecasting MIGI...
[2025-12-23T20:26:51.857706] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-23T20:26:51.857744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-23T20:26:51.875180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-23T20:26:51.875833] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-23T20:26:51.876942] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-23T20:26:51.877006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:51.877045] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:51.877079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:51.877157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:51.935386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:51.936374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:51.936481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:51.936521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:52.053449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:52.053621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:52.053666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:52.053703] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:52.057151] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-23T20:26:52.057428] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-23T20:26:52.057556] [INFO ] [sig       ] MIGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:52.196190] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MIGI.txt
[2025-12-23T20:26:52.196305] [INFO ] [sig       ] [2057/3557] Completed MIGI in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:52.196343] [INFO ] [sig       ] [2058/3557] Forecasting MILN...
[2025-12-23T20:26:52.196372] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-23T20:26:52.196402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-23T20:26:52.207262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-23T20:26:52.207518] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-23T20:26:52.208320] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-23T20:26:52.208373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:52.208403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:52.208428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:52.208483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:52.270025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:52.270790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:52.270871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:52.270904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:52.380095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:52.380251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:52.380291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:52.380319] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:52.383752] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-23T20:26:52.384044] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-23T20:26:52.384167] [INFO ] [sig       ] MILN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:52.522170] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MILN.txt
[2025-12-23T20:26:52.522306] [INFO ] [sig       ] [2058/3557] Completed MILN in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:52.522345] [INFO ] [sig       ] [2059/3557] Forecasting MIND...
[2025-12-23T20:26:52.522374] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-23T20:26:52.522403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-23T20:26:52.533763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-23T20:26:52.534061] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-23T20:26:52.534841] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-23T20:26:52.534893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:52.534925] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:52.534951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:52.535011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:52.593553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:52.594359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:52.594465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:52.594498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:52.714782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:52.714945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:52.714987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:52.715016] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:52.718369] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-23T20:26:52.718663] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-23T20:26:52.718790] [INFO ] [sig       ] MIND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:52.856435] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MIND.txt
[2025-12-23T20:26:52.856592] [INFO ] [sig       ] [2059/3557] Completed MIND in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:52.856635] [INFO ] [sig       ] [2060/3557] Forecasting MIRA...
[2025-12-23T20:26:52.856665] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-23T20:26:52.856695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-23T20:26:52.868903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-23T20:26:52.869236] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-23T20:26:52.870054] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-23T20:26:52.870106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:52.870137] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:52.870162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:52.870217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:52.926026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:52.926748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:52.926827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:52.926858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:53.047186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:53.047359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:53.047419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:53.047449] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:53.050905] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-23T20:26:53.051192] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-23T20:26:53.051322] [INFO ] [sig       ] MIRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:53.188447] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MIRA.txt
[2025-12-23T20:26:53.188589] [INFO ] [sig       ] [2060/3557] Completed MIRA in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:53.188630] [INFO ] [sig       ] [2061/3557] Forecasting MIRM...
[2025-12-23T20:26:53.188658] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-23T20:26:53.188687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-23T20:26:53.200264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-23T20:26:53.200528] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-23T20:26:53.201278] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-23T20:26:53.201331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:53.201362] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:53.201389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:53.201444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:53.258277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:53.258942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:53.259021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:53.259053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:53.384145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:53.384303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:53.384345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:53.384374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:53.388389] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-23T20:26:53.388694] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-23T20:26:53.388820] [INFO ] [sig       ] MIRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:53.531760] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MIRM.txt
[2025-12-23T20:26:53.531893] [INFO ] [sig       ] [2061/3557] Completed MIRM in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:53.531931] [INFO ] [sig       ] [2062/3557] Forecasting MITK...
[2025-12-23T20:26:53.531959] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-23T20:26:53.531988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-23T20:26:53.543560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-23T20:26:53.543895] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-23T20:26:53.544666] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-23T20:26:53.544717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:53.544748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:53.544775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:53.544830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:53.600048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:53.600714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:53.600790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:53.600821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:53.720534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:53.720711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:53.720752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:53.720781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:53.724117] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-23T20:26:53.724381] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-23T20:26:53.724503] [INFO ] [sig       ] MITK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:53.862059] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MITK.txt
[2025-12-23T20:26:53.862218] [INFO ] [sig       ] [2062/3557] Completed MITK in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:53.862258] [INFO ] [sig       ] [2063/3557] Forecasting MIY...
[2025-12-23T20:26:53.862286] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-23T20:26:53.862316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-23T20:26:53.874595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-23T20:26:53.874964] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-23T20:26:53.875779] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-23T20:26:53.875832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:53.875865] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:53.875893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:53.875951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:53.933178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:53.934165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:53.934253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:53.934296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:54.056247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:54.056398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:54.056436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:54.056467] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:54.059907] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-23T20:26:54.060184] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-23T20:26:54.060310] [INFO ] [sig       ] MIY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:54.198188] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MIY.txt
[2025-12-23T20:26:54.198314] [INFO ] [sig       ] [2063/3557] Completed MIY in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:54.198352] [INFO ] [sig       ] [2064/3557] Forecasting MKC...
[2025-12-23T20:26:54.198381] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-23T20:26:54.198412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-23T20:26:54.209825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-23T20:26:54.210106] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-23T20:26:54.210903] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-23T20:26:54.210958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:54.211000] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:54.211028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:54.211084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:54.266336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:54.266995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:54.267070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:54.267102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:54.382813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:54.382976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:54.383016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:54.383045] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:54.386370] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=57.79%)
[2025-12-23T20:26:54.386658] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-23T20:26:54.386783] [INFO ] [sig       ] MKC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:54.525215] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MKC.txt
[2025-12-23T20:26:54.525347] [INFO ] [sig       ] [2064/3557] Completed MKC in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:54.525386] [INFO ] [sig       ] [2065/3557] Forecasting MKL...
[2025-12-23T20:26:54.525416] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-23T20:26:54.525445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-23T20:26:54.537473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-23T20:26:54.537825] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-23T20:26:54.538611] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-23T20:26:54.538663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:54.538696] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:54.538721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:54.538776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:54.594257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:54.594981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:54.595061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:54.595093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:54.708857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:54.709006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:54.709045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:54.709074] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:54.712417] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=76.62%)
[2025-12-23T20:26:54.712702] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-23T20:26:54.712826] [INFO ] [sig       ] MKL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:54.850782] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MKL.txt
[2025-12-23T20:26:54.850909] [INFO ] [sig       ] [2065/3557] Completed MKL in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-23T20:26:54.850946] [INFO ] [sig       ] [2066/3557] Forecasting MKSI...
[2025-12-23T20:26:54.850975] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-23T20:26:54.851003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-23T20:26:54.862313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-23T20:26:54.862640] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-23T20:26:54.863394] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-23T20:26:54.863447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:54.863503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:54.863531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:54.863605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:54.919342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:54.920035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:54.920112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:54.920144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:55.047526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:55.047696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:55.047736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:55.047765] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:55.051086] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-23T20:26:55.051360] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-23T20:26:55.051483] [INFO ] [sig       ] MKSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:55.189095] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MKSI.txt
[2025-12-23T20:26:55.189246] [INFO ] [sig       ] [2066/3557] Completed MKSI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-23T20:26:55.189287] [INFO ] [sig       ] [2067/3557] Forecasting MKTX...
[2025-12-23T20:26:55.189317] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-23T20:26:55.189346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-23T20:26:55.200294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-23T20:26:55.200609] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-23T20:26:55.201357] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-23T20:26:55.201409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:55.201440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:55.201466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:55.201522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:55.256544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:55.257159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:55.257233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:55.257265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:55.371970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:55.372130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:55.372169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:55.372198] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:55.375532] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-23T20:26:55.375822] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-23T20:26:55.375944] [INFO ] [sig       ] MKTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:55.515632] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MKTX.txt
[2025-12-23T20:26:55.515788] [INFO ] [sig       ] [2067/3557] Completed MKTX in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:55.515835] [INFO ] [sig       ] [2068/3557] Forecasting MLAB...
[2025-12-23T20:26:55.515866] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-23T20:26:55.515896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-23T20:26:55.526893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-23T20:26:55.527216] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-23T20:26:55.527996] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-23T20:26:55.528049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:55.528080] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:55.528107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:55.528162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:55.584305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:55.585117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:55.585198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:55.585231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:55.703937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:55.704104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:55.704152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:55.704181] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:55.707821] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-23T20:26:55.708122] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-23T20:26:55.708254] [INFO ] [sig       ] MLAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:55.846074] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLAB.txt
[2025-12-23T20:26:55.846218] [INFO ] [sig       ] [2068/3557] Completed MLAB in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:55.846257] [INFO ] [sig       ] [2069/3557] Forecasting MLCO...
[2025-12-23T20:26:55.846287] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-23T20:26:55.846317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-23T20:26:55.858477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-23T20:26:55.858875] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-23T20:26:55.859774] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-23T20:26:55.859828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:55.859859] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:55.859886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:55.859942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:55.922008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:55.922873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:55.922953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:55.922986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:56.043868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:56.044030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:56.044070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:56.044135] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:56.047647] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-12-23T20:26:56.047922] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-23T20:26:56.048063] [INFO ] [sig       ] MLCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:56.187197] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLCO.txt
[2025-12-23T20:26:56.187342] [INFO ] [sig       ] [2069/3557] Completed MLCO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:56.187382] [INFO ] [sig       ] [2070/3557] Forecasting MLGO...
[2025-12-23T20:26:56.187411] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-23T20:26:56.187440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-23T20:26:56.198330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-23T20:26:56.198658] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-23T20:26:56.199461] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-23T20:26:56.199514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:56.199546] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:56.199602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:56.199681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:56.254822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:56.255520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:56.255614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:56.255647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:56.377315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:56.377472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:56.377513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:56.377541] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:56.381432] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-23T20:26:56.381725] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-23T20:26:56.381857] [INFO ] [sig       ] MLGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:56.532343] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLGO.txt
[2025-12-23T20:26:56.532517] [INFO ] [sig       ] [2070/3557] Completed MLGO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:56.532589] [INFO ] [sig       ] [2071/3557] Forecasting MLI...
[2025-12-23T20:26:56.532637] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-23T20:26:56.532676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-23T20:26:56.544023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-23T20:26:56.544370] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-23T20:26:56.545220] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-23T20:26:56.545274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:56.545306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:56.545333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:56.545390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:56.607561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:56.608442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:56.608525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:56.608559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:56.729987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:56.730113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:56.730152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:56.730197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:56.733477] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-23T20:26:56.733773] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-23T20:26:56.733899] [INFO ] [sig       ] MLI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:56.871910] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLI.txt
[2025-12-23T20:26:56.872028] [INFO ] [sig       ] [2071/3557] Completed MLI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:56.872068] [INFO ] [sig       ] [2072/3557] Forecasting MLKN...
[2025-12-23T20:26:56.872096] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-23T20:26:56.872126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-23T20:26:56.883695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-23T20:26:56.883972] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-23T20:26:56.884757] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-23T20:26:56.884809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:56.884840] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:56.884866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:56.884921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:56.939961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:56.940642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:56.940751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:56.940785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:57.060428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:57.060600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:57.060642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:57.060670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:57.064179] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-12-23T20:26:57.064454] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-23T20:26:57.064597] [INFO ] [sig       ] MLKN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:57.202317] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MLKN.txt
[2025-12-23T20:26:57.202441] [INFO ] [sig       ] [2072/3557] Completed MLKN in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:57.202480] [INFO ] [sig       ] [2073/3557] Forecasting MLM...
[2025-12-23T20:26:57.202509] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-23T20:26:57.202538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-23T20:26:57.213611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-23T20:26:57.213918] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-23T20:26:57.214683] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-23T20:26:57.214735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:57.214767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:57.214794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:57.214849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:57.273296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:57.273969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:57.274073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:57.274108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:57.399951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:57.400111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:57.400151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:57.400181] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:57.404107] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-23T20:26:57.404440] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-23T20:26:57.404619] [INFO ] [sig       ] MLM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:57.557260] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLM.txt
[2025-12-23T20:26:57.557427] [INFO ] [sig       ] [2073/3557] Completed MLM in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:57.557474] [INFO ] [sig       ] [2074/3557] Forecasting MLP...
[2025-12-23T20:26:57.557505] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-23T20:26:57.557535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-23T20:26:57.570339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-23T20:26:57.570691] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-23T20:26:57.571611] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-23T20:26:57.571664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:57.571695] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:57.571722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:57.571777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:57.627164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:57.627854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:57.627931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:57.627963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:57.729317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:57.729469] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:26:57.729508] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:57.729536] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:57.732949] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-23T20:26:57.733215] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-23T20:26:57.733337] [INFO ] [sig       ] MLP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:57.870245] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLP.txt
[2025-12-23T20:26:57.870379] [INFO ] [sig       ] [2074/3557] Completed MLP in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:57.870429] [INFO ] [sig       ] [2075/3557] Forecasting MLTX...
[2025-12-23T20:26:57.870459] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-23T20:26:57.870489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-23T20:26:57.881408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-23T20:26:57.881744] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-23T20:26:57.882499] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-23T20:26:57.882550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:57.882602] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:57.882642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:57.882699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:57.937390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:57.938133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:57.938213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:57.938244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:58.057440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:58.057626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:58.057666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:58.057695] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:58.061258] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-12-23T20:26:58.061542] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-23T20:26:58.061688] [INFO ] [sig       ] MLTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:58.198941] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLTX.txt
[2025-12-23T20:26:58.199080] [INFO ] [sig       ] [2075/3557] Completed MLTX in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:58.199117] [INFO ] [sig       ] [2076/3557] Forecasting MLYS...
[2025-12-23T20:26:58.199146] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-23T20:26:58.199189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-23T20:26:58.212181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-23T20:26:58.212621] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-23T20:26:58.213455] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-23T20:26:58.213509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:58.213548] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:58.213595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:58.213656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:58.270848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:58.271741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:58.271865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:58.271898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:58.385341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:58.385503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:58.385545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:58.385594] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:58.389043] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-23T20:26:58.389364] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-23T20:26:58.389496] [INFO ] [sig       ] MLYS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:58.533690] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MLYS.txt
[2025-12-23T20:26:58.533856] [INFO ] [sig       ] [2076/3557] Completed MLYS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:58.533895] [INFO ] [sig       ] [2077/3557] Forecasting MMC...
[2025-12-23T20:26:58.533926] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-23T20:26:58.533956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-23T20:26:58.545432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-23T20:26:58.545743] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-23T20:26:58.546503] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-23T20:26:58.546556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:58.546607] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:58.546635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:58.546701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:58.603042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:58.603940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:58.604022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:58.604056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:58.724441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:58.724757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:58.724801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:58.724830] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:58.728429] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-12-23T20:26:58.728940] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-23T20:26:58.729118] [INFO ] [sig       ] MMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:58.877373] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MMC.txt
[2025-12-23T20:26:58.877534] [INFO ] [sig       ] [2077/3557] Completed MMC in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:58.877595] [INFO ] [sig       ] [2078/3557] Forecasting MMD...
[2025-12-23T20:26:58.877628] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-23T20:26:58.877657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-23T20:26:58.889201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-23T20:26:58.889556] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-23T20:26:58.890360] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-23T20:26:58.890414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:58.890446] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:58.890475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:58.890532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:58.946879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:58.947755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:58.947846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:58.947878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:59.067396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:59.067565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:59.067637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:59.067678] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:59.071375] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-23T20:26:59.071756] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-23T20:26:59.071906] [INFO ] [sig       ] MMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:26:59.212668] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MMD.txt
[2025-12-23T20:26:59.212828] [INFO ] [sig       ] [2078/3557] Completed MMD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:59.212868] [INFO ] [sig       ] [2079/3557] Forecasting MMLP...
[2025-12-23T20:26:59.212898] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-23T20:26:59.212934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-23T20:26:59.223522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-23T20:26:59.223900] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-23T20:26:59.224681] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-23T20:26:59.224732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:59.224764] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:59.224791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:59.224847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:59.280956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:59.281825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:59.281905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:59.281938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:59.399440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:59.399639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:59.399692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:59.399729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:59.403481] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-23T20:26:59.403790] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-23T20:26:59.403940] [INFO ] [sig       ] MMLP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:59.546801] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MMLP.txt
[2025-12-23T20:26:59.546977] [INFO ] [sig       ] [2079/3557] Completed MMLP in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:59.547019] [INFO ] [sig       ] [2080/3557] Forecasting MMS...
[2025-12-23T20:26:59.547049] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-23T20:26:59.547079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-23T20:26:59.561253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-23T20:26:59.561731] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-23T20:26:59.562671] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-23T20:26:59.562730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:59.562767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:59.562799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:59.562868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:59.623980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:59.624944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:59.625040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:59.625073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:26:59.746416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:26:59.746595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:26:59.746639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:26:59.746670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:26:59.750132] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-23T20:26:59.750408] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-23T20:26:59.750536] [INFO ] [sig       ] MMS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:26:59.895636] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MMS.txt
[2025-12-23T20:26:59.895777] [INFO ] [sig       ] [2080/3557] Completed MMS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:26:59.895818] [INFO ] [sig       ] [2081/3557] Forecasting MMSI...
[2025-12-23T20:26:59.895847] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-23T20:26:59.895876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-23T20:26:59.908217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-23T20:26:59.908618] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-23T20:26:59.909433] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-23T20:26:59.909487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:26:59.909518] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:26:59.909545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:26:59.909616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:26:59.968350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:26:59.969268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:26:59.969358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:26:59.969390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:00.089987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:00.090152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:00.090192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:00.090221] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:00.093605] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-23T20:27:00.093887] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-23T20:27:00.094012] [INFO ] [sig       ] MMSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:00.234849] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MMSI.txt
[2025-12-23T20:27:00.235013] [INFO ] [sig       ] [2081/3557] Completed MMSI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:27:00.235054] [INFO ] [sig       ] [2082/3557] Forecasting MNDO...
[2025-12-23T20:27:00.235085] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-23T20:27:00.235114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-23T20:27:00.245902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-23T20:27:00.246288] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-23T20:27:00.247068] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-23T20:27:00.247120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:00.247152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:00.247179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:00.247235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:00.304339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:00.305352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:00.305435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:00.305466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:00.415363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:00.415522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:00.415563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:00.415611] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:00.419262] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-12-23T20:27:00.419547] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-23T20:27:00.419700] [INFO ] [sig       ] MNDO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:00.558647] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MNDO.txt
[2025-12-23T20:27:00.558803] [INFO ] [sig       ] [2082/3557] Completed MNDO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:27:00.558842] [INFO ] [sig       ] [2083/3557] Forecasting MNDY...
[2025-12-23T20:27:00.558873] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-23T20:27:00.558902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-23T20:27:00.570612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-23T20:27:00.571044] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-23T20:27:00.571829] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-23T20:27:00.572062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:00.572121] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:00.572150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:00.572206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:00.627751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:00.628489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:00.628568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:00.628621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:00.749215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:00.749372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:00.749410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:00.749438] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:00.753332] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-23T20:27:00.753616] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-23T20:27:00.753741] [INFO ] [sig       ] MNDY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:00.892291] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNDY.txt
[2025-12-23T20:27:00.892431] [INFO ] [sig       ] [2083/3557] Completed MNDY in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-23T20:27:00.892472] [INFO ] [sig       ] [2084/3557] Forecasting MNKD...
[2025-12-23T20:27:00.892501] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-23T20:27:00.892530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-23T20:27:00.903335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-23T20:27:00.903662] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-23T20:27:00.904403] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-23T20:27:00.904454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:00.904485] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:00.904511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:00.904567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:00.959627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:00.960276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:00.960354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:00.960385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:01.082660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:01.082822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:01.082862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:01.082890] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:01.086215] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-12-23T20:27:01.086501] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-23T20:27:01.086658] [INFO ] [sig       ] MNKD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:01.228360] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNKD.txt
[2025-12-23T20:27:01.228552] [INFO ] [sig       ] [2084/3557] Completed MNKD in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:01.228688] [INFO ] [sig       ] [2085/3557] Forecasting MNMD...
[2025-12-23T20:27:01.228735] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-23T20:27:01.228776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-23T20:27:01.244398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-23T20:27:01.245005] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-23T20:27:01.246172] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-23T20:27:01.246235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:01.246274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:01.246305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:01.246375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:01.315123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:01.316135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:01.316226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:01.316269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:01.450171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:01.450352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:01.450395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:01.450425] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:01.454554] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-12-23T20:27:01.454910] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-23T20:27:01.455053] [INFO ] [sig       ] MNMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:01.610277] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNMD.txt
[2025-12-23T20:27:01.610447] [INFO ] [sig       ] [2085/3557] Completed MNMD in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:01.610489] [INFO ] [sig       ] [2086/3557] Forecasting MNRO...
[2025-12-23T20:27:01.610521] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-23T20:27:01.610554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-23T20:27:01.622999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-23T20:27:01.623382] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-23T20:27:01.624469] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-23T20:27:01.624534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:01.624601] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:01.624636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:01.624707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:01.688719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:01.689643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:01.689750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:01.689808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:01.826180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:01.826473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:01.826516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:01.826595] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:01.830552] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-23T20:27:01.830906] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-23T20:27:01.831050] [INFO ] [sig       ] MNRO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:01.985251] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNRO.txt
[2025-12-23T20:27:01.985427] [INFO ] [sig       ] [2086/3557] Completed MNRO in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:01.985470] [INFO ] [sig       ] [2087/3557] Forecasting MNSO...
[2025-12-23T20:27:01.985502] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-23T20:27:01.985534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-23T20:27:01.998850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-23T20:27:01.999293] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-23T20:27:02.000183] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-23T20:27:02.000242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:02.000274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:02.000301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:02.000364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:02.063960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:02.064979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:02.065092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:02.065132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:02.195426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:02.195628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:02.195679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:02.195713] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:02.199613] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-23T20:27:02.199968] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-23T20:27:02.200119] [INFO ] [sig       ] MNSO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:02.352701] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNSO.txt
[2025-12-23T20:27:02.352873] [INFO ] [sig       ] [2087/3557] Completed MNSO in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:02.352935] [INFO ] [sig       ] [2088/3557] Forecasting MNTK...
[2025-12-23T20:27:02.352982] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-23T20:27:02.353030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-23T20:27:02.364949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-23T20:27:02.365281] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-23T20:27:02.366128] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-23T20:27:02.366199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:02.366246] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:02.366285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:02.366345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:02.427400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:02.428294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:02.428380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:02.428413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:02.552994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:02.553160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:02.553204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:02.553235] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:02.557299] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-23T20:27:02.557620] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-23T20:27:02.557769] [INFO ] [sig       ] MNTK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:02.714391] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MNTK.txt
[2025-12-23T20:27:02.714566] [INFO ] [sig       ] [2088/3557] Completed MNTK in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:02.714643] [INFO ] [sig       ] [2089/3557] Forecasting MNY...
[2025-12-23T20:27:02.714678] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-23T20:27:02.714710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-23T20:27:02.727377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-23T20:27:02.727766] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-23T20:27:02.728589] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-23T20:27:02.728653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:02.728690] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:02.728717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:02.728775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:02.786083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:02.786941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:02.787025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:02.787058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:02.903345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:02.903504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:02.903545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:02.903593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:02.907064] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-23T20:27:02.907354] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-23T20:27:02.907484] [INFO ] [sig       ] MNY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:03.049615] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MNY.txt
[2025-12-23T20:27:03.049757] [INFO ] [sig       ] [2089/3557] Completed MNY in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:03.049796] [INFO ] [sig       ] [2090/3557] Forecasting MOD...
[2025-12-23T20:27:03.049826] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-23T20:27:03.049855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-23T20:27:03.060938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-23T20:27:03.061232] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-23T20:27:03.061996] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-23T20:27:03.062049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:03.062081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:03.062108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:03.062164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:03.117832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:03.118492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:03.118569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:03.118620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:03.238366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:03.238521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:03.238562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:03.238613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:03.241991] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-23T20:27:03.242264] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-23T20:27:03.242389] [INFO ] [sig       ] MOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:03.385079] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MOD.txt
[2025-12-23T20:27:03.385245] [INFO ] [sig       ] [2090/3557] Completed MOD in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:03.385289] [INFO ] [sig       ] [2091/3557] Forecasting MODG...
[2025-12-23T20:27:03.385319] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-23T20:27:03.385348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-23T20:27:03.397968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-23T20:27:03.398289] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-23T20:27:03.399083] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-23T20:27:03.399136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:03.399191] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:03.399223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:03.399282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:03.456504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:03.457260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:03.457340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:03.457374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:03.578880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:03.579073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:03.579119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:03.579148] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:03.582863] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-12-23T20:27:03.583156] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-23T20:27:03.583285] [INFO ] [sig       ] MODG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:03.722183] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MODG.txt
[2025-12-23T20:27:03.722321] [INFO ] [sig       ] [2091/3557] Completed MODG in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:03.722362] [INFO ] [sig       ] [2092/3557] Forecasting MODL...
[2025-12-23T20:27:03.722391] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-23T20:27:03.722420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-23T20:27:03.735469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-23T20:27:03.735880] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-23T20:27:03.736767] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-23T20:27:03.736831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:03.736879] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:03.736919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:03.737003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:03.800300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:03.801186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:03.801271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:03.801305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:03.935754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:03.935927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:03.935968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:03.935997] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:03.939775] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-23T20:27:03.940095] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-23T20:27:03.940231] [INFO ] [sig       ] MODL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:04.080924] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MODL.txt
[2025-12-23T20:27:04.081078] [INFO ] [sig       ] [2092/3557] Completed MODL in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:04.081120] [INFO ] [sig       ] [2093/3557] Forecasting MOFG...
[2025-12-23T20:27:04.081149] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-23T20:27:04.081179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-23T20:27:04.093180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-23T20:27:04.093509] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-23T20:27:04.094282] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-23T20:27:04.094336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:04.094367] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:04.094394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:04.094450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:04.149846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:04.150511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:04.150633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:04.150668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:04.263464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:04.263638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:04.263679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:04.263712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:04.267039] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2025-12-23T20:27:04.267326] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-23T20:27:04.267449] [INFO ] [sig       ] MOFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:04.407988] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MOFG.txt
[2025-12-23T20:27:04.408120] [INFO ] [sig       ] [2093/3557] Completed MOFG in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:04.408160] [INFO ] [sig       ] [2094/3557] Forecasting MOGO...
[2025-12-23T20:27:04.408190] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-23T20:27:04.408219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-23T20:27:04.420258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-23T20:27:04.420620] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-23T20:27:04.421394] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-23T20:27:04.421446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:04.421477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:04.421502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:04.421558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:04.476303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:04.477048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:04.477132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:04.477164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:04.594321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:04.594491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:04.594533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:04.594561] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:04.598012] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=75.54%)
[2025-12-23T20:27:04.598293] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-23T20:27:04.598424] [INFO ] [sig       ] MOGO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:04.739607] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MOGO.txt
[2025-12-23T20:27:04.739785] [INFO ] [sig       ] [2094/3557] Completed MOGO in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:04.739832] [INFO ] [sig       ] [2095/3557] Forecasting MOH...
[2025-12-23T20:27:04.739861] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-23T20:27:04.739890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-23T20:27:04.751676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-23T20:27:04.752018] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-23T20:27:04.752811] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-23T20:27:04.752864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:04.752895] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:04.752921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:04.752975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:04.808264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:04.809121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:04.809239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:04.809274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:04.926397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:04.926563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:04.926643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:04.926677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:04.930136] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-23T20:27:04.930413] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-23T20:27:04.930542] [INFO ] [sig       ] MOH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:05.130556] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MOH.txt
[2025-12-23T20:27:05.130729] [INFO ] [sig       ] [2095/3557] Completed MOH in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:05.130770] [INFO ] [sig       ] [2096/3557] Forecasting MOMO...
[2025-12-23T20:27:05.130800] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-23T20:27:05.130830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-23T20:27:05.142143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-23T20:27:05.142419] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-23T20:27:05.143187] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-23T20:27:05.143239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:05.143274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:05.143303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:05.143359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:05.200465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:05.201115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:05.201194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:05.201227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:05.319939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:05.320093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:05.320131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:05.320161] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:05.323492] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-23T20:27:05.323777] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-23T20:27:05.323907] [INFO ] [sig       ] MOMO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:05.467404] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MOMO.txt
[2025-12-23T20:27:05.467617] [INFO ] [sig       ] [2096/3557] Completed MOMO in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:05.467663] [INFO ] [sig       ] [2097/3557] Forecasting MORN...
[2025-12-23T20:27:05.467693] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-23T20:27:05.467723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-23T20:27:05.480426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-23T20:27:05.480882] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-23T20:27:05.481698] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-23T20:27:05.481751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:05.481783] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:05.481809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:05.481865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:05.538063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:05.538984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:05.539070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:05.539101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:05.660772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:05.660951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:05.660992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:05.661022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:05.664504] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=47.28%)
[2025-12-23T20:27:05.664809] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-23T20:27:05.664950] [INFO ] [sig       ] MORN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:05.801334] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MORN.txt
[2025-12-23T20:27:05.801450] [INFO ] [sig       ] [2097/3557] Completed MORN in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:05.801489] [INFO ] [sig       ] [2098/3557] Forecasting MOS...
[2025-12-23T20:27:05.801518] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-23T20:27:05.801547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-23T20:27:05.812877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-23T20:27:05.813139] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-23T20:27:05.813898] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-23T20:27:05.813950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:05.813982] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:05.814009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:05.814064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:05.870086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:05.870684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:05.870759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:05.870791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:05.987161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:05.987259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:05.987295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:05.987322] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:05.990383] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-23T20:27:05.990660] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-23T20:27:05.990782] [INFO ] [sig       ] MOS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:06.127991] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MOS.txt
[2025-12-23T20:27:06.128101] [INFO ] [sig       ] [2098/3557] Completed MOS in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:06.128138] [INFO ] [sig       ] [2099/3557] Forecasting MP...
[2025-12-23T20:27:06.128168] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-23T20:27:06.128196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-23T20:27:06.139306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-23T20:27:06.139562] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-23T20:27:06.140310] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-23T20:27:06.140362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:06.140405] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:06.140433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:06.140489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:06.196619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:06.197209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:06.197284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:06.197315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:06.313062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:06.313161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:06.313195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:06.313225] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:06.316277] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-23T20:27:06.316536] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-23T20:27:06.316676] [INFO ] [sig       ] MP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:06.454728] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MP.txt
[2025-12-23T20:27:06.454850] [INFO ] [sig       ] [2099/3557] Completed MP in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:06.454888] [INFO ] [sig       ] [2100/3557] Forecasting MPA...
[2025-12-23T20:27:06.454917] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-23T20:27:06.454946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-23T20:27:06.465717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-23T20:27:06.466009] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-23T20:27:06.466889] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-23T20:27:06.466941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:06.466999] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:06.467026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:06.467082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:06.522605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:06.523190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:06.523266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:06.523297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:06.626634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:06.626754] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:27:06.626790] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:06.626818] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:06.629987] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-23T20:27:06.630245] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-23T20:27:06.630364] [INFO ] [sig       ] MPA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:06.770937] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MPA.txt
[2025-12-23T20:27:06.771058] [INFO ] [sig       ] [2100/3557] Completed MPA in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-23T20:27:06.771098] [INFO ] [sig       ] [2101/3557] Forecasting MPAA...
[2025-12-23T20:27:06.771128] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-23T20:27:06.771157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-23T20:27:06.783003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-23T20:27:06.783271] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-23T20:27:06.784038] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-23T20:27:06.784091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:06.784122] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:06.784149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:06.784204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:06.840084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:06.840700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:06.840774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:06.840806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:06.959961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:06.960062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:06.960097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:06.960125] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:06.963268] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-23T20:27:06.963526] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-23T20:27:06.963666] [INFO ] [sig       ] MPAA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:07.101377] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MPAA.txt
[2025-12-23T20:27:07.101486] [INFO ] [sig       ] [2101/3557] Completed MPAA in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-23T20:27:07.101524] [INFO ] [sig       ] [2102/3557] Forecasting MPB...
[2025-12-23T20:27:07.101554] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-23T20:27:07.101600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-23T20:27:07.112512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-23T20:27:07.112786] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-23T20:27:07.113510] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-23T20:27:07.113561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:07.113613] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:07.113641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:07.113697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:07.169495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:07.170080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:07.170155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:07.170186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:07.284049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:07.284199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:07.284237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:07.284265] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:07.287560] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-23T20:27:07.287841] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-23T20:27:07.287961] [INFO ] [sig       ] MPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:07.425676] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MPB.txt
[2025-12-23T20:27:07.425804] [INFO ] [sig       ] [2102/3557] Completed MPB in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:07.425843] [INFO ] [sig       ] [2103/3557] Forecasting MPC...
[2025-12-23T20:27:07.425880] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-23T20:27:07.425910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-23T20:27:07.437323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-23T20:27:07.437609] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-23T20:27:07.438340] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-23T20:27:07.438392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:07.438422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:07.438450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:07.438505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:07.494526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:07.495109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:07.495185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:07.495216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:07.616656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:07.616826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:07.616866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:07.616923] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:07.620246] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-23T20:27:07.620508] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-23T20:27:07.620654] [INFO ] [sig       ] MPC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:07.758108] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MPC.txt
[2025-12-23T20:27:07.758222] [INFO ] [sig       ] [2103/3557] Completed MPC in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:07.758260] [INFO ] [sig       ] [2104/3557] Forecasting MPX...
[2025-12-23T20:27:07.758289] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-23T20:27:07.758318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-23T20:27:07.771137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-23T20:27:07.771635] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-23T20:27:07.772681] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-23T20:27:07.772747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:07.772789] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:07.772827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:07.772906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:07.831815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:07.832654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:07.832741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:07.832773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:07.942022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:07.942195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:07.942234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:07.942263] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:07.945703] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2025-12-23T20:27:07.945979] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-23T20:27:07.946107] [INFO ] [sig       ] MPX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:08.083527] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MPX.txt
[2025-12-23T20:27:08.083733] [INFO ] [sig       ] [2104/3557] Completed MPX in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:08.083779] [INFO ] [sig       ] [2105/3557] Forecasting MQ...
[2025-12-23T20:27:08.083808] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-23T20:27:08.083839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-23T20:27:08.095325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-23T20:27:08.095654] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-23T20:27:08.096426] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-23T20:27:08.096478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:08.096508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:08.096534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:08.096613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:08.152676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:08.153596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:08.153680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:08.153712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:08.273243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:08.273417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:08.273458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:08.273486] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:08.276934] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=80.69%)
[2025-12-23T20:27:08.277204] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-23T20:27:08.277330] [INFO ] [sig       ] MQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:08.416060] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MQ.txt
[2025-12-23T20:27:08.416198] [INFO ] [sig       ] [2105/3557] Completed MQ in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:08.416238] [INFO ] [sig       ] [2106/3557] Forecasting MQY...
[2025-12-23T20:27:08.416267] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-23T20:27:08.416298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-23T20:27:08.429257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-23T20:27:08.429619] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-23T20:27:08.430406] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-23T20:27:08.430458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:08.430489] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:08.430515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:08.430585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:08.487068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:08.487923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:08.488006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:08.488038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:08.611686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:08.611861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:08.611907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:08.611959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:08.615457] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-23T20:27:08.615742] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-23T20:27:08.615874] [INFO ] [sig       ] MQY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:08.754831] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MQY.txt
[2025-12-23T20:27:08.754981] [INFO ] [sig       ] [2106/3557] Completed MQY in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:08.755023] [INFO ] [sig       ] [2107/3557] Forecasting MRAM...
[2025-12-23T20:27:08.755053] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-23T20:27:08.755083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-23T20:27:08.766183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-23T20:27:08.766518] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-23T20:27:08.767298] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-23T20:27:08.767351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:08.767383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:08.767410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:08.767465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:08.823398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:08.824203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:08.824281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:08.824314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:08.938890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:08.939050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:08.939090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:08.939120] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:08.942465] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-23T20:27:08.942752] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-23T20:27:08.942876] [INFO ] [sig       ] MRAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:09.080299] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRAM.txt
[2025-12-23T20:27:09.080438] [INFO ] [sig       ] [2107/3557] Completed MRAM in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:09.080477] [INFO ] [sig       ] [2108/3557] Forecasting MRBK...
[2025-12-23T20:27:09.080507] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-23T20:27:09.080536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-23T20:27:09.091650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-23T20:27:09.091941] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-23T20:27:09.092706] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-23T20:27:09.092758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:09.092788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:09.092814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:09.092869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:09.148748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:09.149384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:09.149466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:09.149520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:09.271237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:09.271401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:09.271442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:09.271470] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:09.274826] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-23T20:27:09.275118] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-23T20:27:09.275250] [INFO ] [sig       ] MRBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:09.417374] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MRBK.txt
[2025-12-23T20:27:09.417515] [INFO ] [sig       ] [2108/3557] Completed MRBK in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:09.417555] [INFO ] [sig       ] [2109/3557] Forecasting MRCC...
[2025-12-23T20:27:09.417601] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-23T20:27:09.417632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-23T20:27:09.429439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-23T20:27:09.429741] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-23T20:27:09.430513] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-23T20:27:09.430565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:09.430618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:09.430645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:09.430704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:09.486273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:09.487135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:09.487224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:09.487254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:09.620075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:09.620238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:09.620281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:09.620311] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:09.623768] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-23T20:27:09.624055] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-23T20:27:09.624184] [INFO ] [sig       ] MRCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:09.763068] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MRCC.txt
[2025-12-23T20:27:09.763227] [INFO ] [sig       ] [2109/3557] Completed MRCC in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:09.763268] [INFO ] [sig       ] [2110/3557] Forecasting MRCY...
[2025-12-23T20:27:09.763297] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-23T20:27:09.763326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-23T20:27:09.775061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-23T20:27:09.775451] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-23T20:27:09.776267] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-23T20:27:09.776321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:09.776352] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:09.776400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:09.776459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:09.831783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:09.832666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:09.832779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:09.832812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:09.962721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:09.962881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:09.962931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:09.962977] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:09.966685] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-12-23T20:27:09.967062] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-23T20:27:09.967215] [INFO ] [sig       ] MRCY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:10.125401] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRCY.txt
[2025-12-23T20:27:10.125560] [INFO ] [sig       ] [2110/3557] Completed MRCY in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:10.125619] [INFO ] [sig       ] [2111/3557] Forecasting MREO...
[2025-12-23T20:27:10.125653] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-23T20:27:10.125683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-23T20:27:10.138866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-23T20:27:10.139509] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-23T20:27:10.140390] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-23T20:27:10.140446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:10.140479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:10.140505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:10.140562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:10.198089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:10.199066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:10.199188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:10.199227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:10.322188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:10.322343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:10.322383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:10.322413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:10.325894] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-23T20:27:10.326224] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-23T20:27:10.326364] [INFO ] [sig       ] MREO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:10.467688] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MREO.txt
[2025-12-23T20:27:10.467840] [INFO ] [sig       ] [2111/3557] Completed MREO in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:10.467879] [INFO ] [sig       ] [2112/3557] Forecasting MRK...
[2025-12-23T20:27:10.467910] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-23T20:27:10.467939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-23T20:27:10.478909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-23T20:27:10.479263] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-23T20:27:10.480044] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-23T20:27:10.480096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:10.480126] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:10.480153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:10.480208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:10.537000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:10.537855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:10.537948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:10.537981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:10.662752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:10.662903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:10.662943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:10.662974] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:10.666342] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-23T20:27:10.666673] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-23T20:27:10.666811] [INFO ] [sig       ] MRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:10.811346] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MRK.txt
[2025-12-23T20:27:10.811522] [INFO ] [sig       ] [2112/3557] Completed MRK in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:10.811566] [INFO ] [sig       ] [2113/3557] Forecasting MRM...
[2025-12-23T20:27:10.811619] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-23T20:27:10.811650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-23T20:27:10.823135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-23T20:27:10.823547] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-23T20:27:10.824427] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-23T20:27:10.824500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:10.824535] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:10.824563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:10.824648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:10.881354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:10.882236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:10.882322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:10.882354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:11.000672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:11.000829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:11.000869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:11.000898] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:11.004288] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-23T20:27:11.004627] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-23T20:27:11.004764] [INFO ] [sig       ] MRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:11.148424] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRM.txt
[2025-12-23T20:27:11.148659] [INFO ] [sig       ] [2113/3557] Completed MRM in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:11.148724] [INFO ] [sig       ] [2114/3557] Forecasting MRNA...
[2025-12-23T20:27:11.148765] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-23T20:27:11.148807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-23T20:27:11.161233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-23T20:27:11.161656] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-23T20:27:11.162551] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-23T20:27:11.162641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:11.162679] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:11.162706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:11.162777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:11.223738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:11.224592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:11.224679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:11.224711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:11.346937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:11.347106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:11.347149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:11.347179] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:11.350793] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-23T20:27:11.351140] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-23T20:27:11.351279] [INFO ] [sig       ] MRNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:11.503066] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MRNA.txt
[2025-12-23T20:27:11.503255] [INFO ] [sig       ] [2114/3557] Completed MRNA in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:11.503310] [INFO ] [sig       ] [2115/3557] Forecasting MRSN...
[2025-12-23T20:27:11.503344] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-23T20:27:11.503375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-23T20:27:11.515804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-23T20:27:11.516194] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-23T20:27:11.517046] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-23T20:27:11.517106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:11.517139] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:11.517166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:11.517239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:11.580537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:11.581387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:11.581471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:11.581503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:11.712559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:11.712724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:11.712777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:11.712820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:11.716508] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2025-12-23T20:27:11.716852] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-23T20:27:11.716995] [INFO ] [sig       ] MRSN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:11.881660] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRSN.txt
[2025-12-23T20:27:11.881817] [INFO ] [sig       ] [2115/3557] Completed MRSN in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:11.881860] [INFO ] [sig       ] [2116/3557] Forecasting MRTN...
[2025-12-23T20:27:11.881889] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-23T20:27:11.881919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-23T20:27:11.894071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-23T20:27:11.894439] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-23T20:27:11.895308] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-23T20:27:11.895363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:11.895399] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:11.895426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:11.895484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:11.952081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:11.952995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:11.953083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:11.953117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:12.070150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:12.070313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:12.070355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:12.070384] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:12.073787] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-23T20:27:12.074086] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-23T20:27:12.074219] [INFO ] [sig       ] MRTN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:12.216978] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MRTN.txt
[2025-12-23T20:27:12.217134] [INFO ] [sig       ] [2116/3557] Completed MRTN in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:12.217176] [INFO ] [sig       ] [2117/3557] Forecasting MRUS...
[2025-12-23T20:27:12.217206] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-23T20:27:12.217235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-23T20:27:12.228846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-23T20:27:12.229244] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-23T20:27:12.230086] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-23T20:27:12.230149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:12.230208] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:12.230236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:12.230292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:12.286802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:12.287654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:12.287740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:12.287773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:12.404359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:12.404514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:12.404556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:12.404607] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:12.407983] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=50.01%)
[2025-12-23T20:27:12.408268] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-23T20:27:12.408399] [INFO ] [sig       ] MRUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:12.548361] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRUS.txt
[2025-12-23T20:27:12.548516] [INFO ] [sig       ] [2117/3557] Completed MRUS in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:12.548557] [INFO ] [sig       ] [2118/3557] Forecasting MRVI...
[2025-12-23T20:27:12.548608] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-23T20:27:12.548638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-23T20:27:12.560920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-23T20:27:12.561333] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-23T20:27:12.562242] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-23T20:27:12.562297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:12.562336] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:12.562372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:12.562431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:12.624990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:12.626120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:12.626238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:12.626291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:12.756594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:12.756764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:12.756810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:12.756842] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:12.760384] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-23T20:27:12.760695] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-23T20:27:12.760826] [INFO ] [sig       ] MRVI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:12.909992] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRVI.txt
[2025-12-23T20:27:12.910137] [INFO ] [sig       ] [2118/3557] Completed MRVI in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-23T20:27:12.910178] [INFO ] [sig       ] [2119/3557] Forecasting MRVL...
[2025-12-23T20:27:12.910208] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-23T20:27:12.910237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-23T20:27:12.922972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-23T20:27:12.923291] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-23T20:27:12.924249] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-23T20:27:12.924312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:12.924355] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:12.924389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:12.924450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:12.986514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:12.987304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:12.987391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:12.987424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:13.111800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:13.111973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:13.112031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:13.112080] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:13.115931] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=65.15%)
[2025-12-23T20:27:13.116213] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-23T20:27:13.116346] [INFO ] [sig       ] MRVL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:13.266400] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRVL.txt
[2025-12-23T20:27:13.266563] [INFO ] [sig       ] [2119/3557] Completed MRVL in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:13.266638] [INFO ] [sig       ] [2120/3557] Forecasting MRX...
[2025-12-23T20:27:13.266671] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-23T20:27:13.266703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-23T20:27:13.279616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-23T20:27:13.279957] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-23T20:27:13.280877] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-23T20:27:13.280936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:13.280968] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:13.280994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:13.281055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:13.342796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:13.343534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:13.343633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:13.343668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:13.466515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:13.466689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:13.466744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:13.466809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:13.470308] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-23T20:27:13.470633] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-23T20:27:13.470795] [INFO ] [sig       ] MRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:13.620939] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MRX.txt
[2025-12-23T20:27:13.621110] [INFO ] [sig       ] [2120/3557] Completed MRX in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:13.621176] [INFO ] [sig       ] [2121/3557] Forecasting MS...
[2025-12-23T20:27:13.621221] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-23T20:27:13.621266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-23T20:27:13.634393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-23T20:27:13.634753] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-23T20:27:13.635613] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-23T20:27:13.635668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:13.635700] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:13.635728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:13.635784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:13.695738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:13.696519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:13.696622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:13.696657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:13.827598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:13.827753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:13.827801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:13.827842] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:13.831672] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-23T20:27:13.831963] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-23T20:27:13.832094] [INFO ] [sig       ] MS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:13.975454] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MS.txt
[2025-12-23T20:27:13.975616] [INFO ] [sig       ] [2121/3557] Completed MS in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:13.975660] [INFO ] [sig       ] [2122/3557] Forecasting MSA...
[2025-12-23T20:27:13.975690] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-23T20:27:13.975720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-23T20:27:13.987115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-23T20:27:13.987394] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-23T20:27:13.988190] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-23T20:27:13.988243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:13.988274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:13.988301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:13.988357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:14.044316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:14.045143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:14.045223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:14.045255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:14.162842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:14.162996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:14.163035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:14.163065] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:14.166398] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-23T20:27:14.166686] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-23T20:27:14.166808] [INFO ] [sig       ] MSA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:14.306094] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSA.txt
[2025-12-23T20:27:14.306229] [INFO ] [sig       ] [2122/3557] Completed MSA in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:14.306268] [INFO ] [sig       ] [2123/3557] Forecasting MSB...
[2025-12-23T20:27:14.306297] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-23T20:27:14.306326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-23T20:27:14.317756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-23T20:27:14.318067] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-23T20:27:14.318847] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-23T20:27:14.318900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:14.318944] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:14.318972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:14.319027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:14.374868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:14.375596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:14.375676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:14.375708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:14.508999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:14.509191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:14.509237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:14.509267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:14.512699] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-23T20:27:14.512981] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-23T20:27:14.513108] [INFO ] [sig       ] MSB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:14.657775] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSB.txt
[2025-12-23T20:27:14.657940] [INFO ] [sig       ] [2123/3557] Completed MSB in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:14.657981] [INFO ] [sig       ] [2124/3557] Forecasting MSBI...
[2025-12-23T20:27:14.658010] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-23T20:27:14.658038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-23T20:27:14.671071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-23T20:27:14.671414] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-23T20:27:14.672305] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-23T20:27:14.672359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:14.672391] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:14.672418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:14.672474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:14.729636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:14.730477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:14.730562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:14.730615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:14.856881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:14.857048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:14.857088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:14.857116] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:14.860617] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-23T20:27:14.860938] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-23T20:27:14.861086] [INFO ] [sig       ] MSBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:15.008382] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSBI.txt
[2025-12-23T20:27:15.008544] [INFO ] [sig       ] [2124/3557] Completed MSBI in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:15.008604] [INFO ] [sig       ] [2125/3557] Forecasting MSCI...
[2025-12-23T20:27:15.008637] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-23T20:27:15.008666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-23T20:27:15.020659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-23T20:27:15.021046] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-23T20:27:15.021871] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-23T20:27:15.021927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:15.021961] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:15.021989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:15.022046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:15.079892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:15.080770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:15.080850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:15.080883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:15.203380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:15.203539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:15.203599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:15.203631] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:15.206931] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-12-23T20:27:15.207205] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-23T20:27:15.207328] [INFO ] [sig       ] MSCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:15.346236] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSCI.txt
[2025-12-23T20:27:15.346395] [INFO ] [sig       ] [2125/3557] Completed MSCI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:15.346437] [INFO ] [sig       ] [2126/3557] Forecasting MSD...
[2025-12-23T20:27:15.346466] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-23T20:27:15.346495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-23T20:27:15.357829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-23T20:27:15.358147] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-23T20:27:15.358926] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-23T20:27:15.358977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:15.359008] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:15.359034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:15.359089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:15.417065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:15.417962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:15.418050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:15.418082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:15.538096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:15.538252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:15.538290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:15.538319] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:15.541741] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-23T20:27:15.542026] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-23T20:27:15.542157] [INFO ] [sig       ] MSD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:15.682379] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSD.txt
[2025-12-23T20:27:15.682538] [INFO ] [sig       ] [2126/3557] Completed MSD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:15.682605] [INFO ] [sig       ] [2127/3557] Forecasting MSEX...
[2025-12-23T20:27:15.682639] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-23T20:27:15.682669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-23T20:27:15.694403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-23T20:27:15.694810] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-23T20:27:15.695593] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-23T20:27:15.695645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:15.695676] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:15.695703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:15.695759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:15.752611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:15.753461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:15.753596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:15.753634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:15.873870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:15.874030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:15.874072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:15.874103] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:15.877553] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-23T20:27:15.877863] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-23T20:27:15.877997] [INFO ] [sig       ] MSEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:16.019001] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSEX.txt
[2025-12-23T20:27:16.019153] [INFO ] [sig       ] [2127/3557] Completed MSEX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:16.019425] [INFO ] [sig       ] [2128/3557] Forecasting MSFD...
[2025-12-23T20:27:16.019524] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-23T20:27:16.019560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-23T20:27:16.031652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-23T20:27:16.031977] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-23T20:27:16.032790] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-23T20:27:16.032844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:16.032876] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:16.032903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:16.032959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:16.088435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:16.089129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:16.089239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:16.089272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:16.206824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:16.206980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:16.207019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:16.207054] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:16.210491] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-23T20:27:16.210783] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-23T20:27:16.210927] [INFO ] [sig       ] MSFD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:16.347369] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSFD.txt
[2025-12-23T20:27:16.347504] [INFO ] [sig       ] [2128/3557] Completed MSFD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:16.347544] [INFO ] [sig       ] [2129/3557] Forecasting MSFL...
[2025-12-23T20:27:16.347589] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-23T20:27:16.347620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-23T20:27:16.358961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-23T20:27:16.359278] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-23T20:27:16.360059] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-23T20:27:16.360115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:16.360146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:16.360171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:16.360226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:16.414789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:16.415473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:16.415553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:16.415607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:16.540518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:16.540819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:16.540870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:16.540900] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:16.544587] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-23T20:27:16.544895] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-23T20:27:16.545066] [INFO ] [sig       ] MSFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:16.685310] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MSFL.txt
[2025-12-23T20:27:16.685511] [INFO ] [sig       ] [2129/3557] Completed MSFL in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:16.685560] [INFO ] [sig       ] [2130/3557] Forecasting MSGE...
[2025-12-23T20:27:16.685616] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-23T20:27:16.685648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-23T20:27:16.697755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-23T20:27:16.698152] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-23T20:27:16.698942] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-23T20:27:16.698993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:16.699024] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:16.699051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:16.699106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:16.755469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:16.756319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:16.756404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:16.756437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:16.877590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:16.877748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:16.877824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:16.877857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:16.881244] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-12-23T20:27:16.881534] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-23T20:27:16.881685] [INFO ] [sig       ] MSGE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:17.022245] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSGE.txt
[2025-12-23T20:27:17.022655] [INFO ] [sig       ] [2130/3557] Completed MSGE in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:17.022700] [INFO ] [sig       ] [2131/3557] Forecasting MSGM...
[2025-12-23T20:27:17.022730] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-23T20:27:17.022760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-23T20:27:17.034134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-23T20:27:17.034503] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-23T20:27:17.035278] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-23T20:27:17.035331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:17.035365] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:17.035391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:17.035447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:17.090685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:17.091517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:17.091621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:17.091656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:17.203090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:17.203247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:17.203287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:17.203315] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:17.206630] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-23T20:27:17.206907] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-23T20:27:17.207035] [INFO ] [sig       ] MSGM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:17.345853] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSGM.txt
[2025-12-23T20:27:17.346011] [INFO ] [sig       ] [2131/3557] Completed MSGM in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:17.346050] [INFO ] [sig       ] [2132/3557] Forecasting MSGS...
[2025-12-23T20:27:17.346081] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-23T20:27:17.346110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-23T20:27:17.357383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-23T20:27:17.357766] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-23T20:27:17.358507] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-23T20:27:17.358559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:17.358612] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:17.358641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:17.358702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:17.413996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:17.414871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:17.414976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:17.415008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:17.530468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:17.530642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:17.530682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:17.530712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:17.534099] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-12-23T20:27:17.534402] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-23T20:27:17.534536] [INFO ] [sig       ] MSGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:17.672309] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MSGS.txt
[2025-12-23T20:27:17.672442] [INFO ] [sig       ] [2132/3557] Completed MSGS in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:17.672481] [INFO ] [sig       ] [2133/3557] Forecasting MSI...
[2025-12-23T20:27:17.672510] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-23T20:27:17.672538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-23T20:27:17.684006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-23T20:27:17.684304] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-23T20:27:17.685062] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-23T20:27:17.685114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:17.685146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:17.685173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:17.685228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:17.740105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:17.740742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:17.740818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:17.740849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:17.859334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:17.859482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:17.859521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:17.859551] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:17.862830] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-23T20:27:17.863105] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-23T20:27:17.863229] [INFO ] [sig       ] MSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:18.002432] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MSI.txt
[2025-12-23T20:27:18.002588] [INFO ] [sig       ] [2133/3557] Completed MSI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:18.002630] [INFO ] [sig       ] [2134/3557] Forecasting MSM...
[2025-12-23T20:27:18.002659] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-23T20:27:18.002688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-23T20:27:18.013739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-23T20:27:18.014031] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-23T20:27:18.014785] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-23T20:27:18.014837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:18.014903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:18.014933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:18.014989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:18.069895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:18.070531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:18.070651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:18.070687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:18.185262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:18.185413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:18.185453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:18.185481] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:18.188962] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-23T20:27:18.189269] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-23T20:27:18.189557] [INFO ] [sig       ] MSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:18.329349] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MSM.txt
[2025-12-23T20:27:18.329477] [INFO ] [sig       ] [2134/3557] Completed MSM in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:18.329516] [INFO ] [sig       ] [2135/3557] Forecasting MSTX...
[2025-12-23T20:27:18.329545] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-23T20:27:18.329589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-23T20:27:18.341634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-23T20:27:18.341910] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-23T20:27:18.342693] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-23T20:27:18.342745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:18.342776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:18.342802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:18.342857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:18.398415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:18.399039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:18.399115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:18.399147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:18.519188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:18.519326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:18.519365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:18.519394] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:18.522637] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-23T20:27:18.522911] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-23T20:27:18.523036] [INFO ] [sig       ] MSTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:18.660926] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MSTX.txt
[2025-12-23T20:27:18.661053] [INFO ] [sig       ] [2135/3557] Completed MSTX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-23T20:27:18.661092] [INFO ] [sig       ] [2136/3557] Forecasting MTB...
[2025-12-23T20:27:18.661128] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-23T20:27:18.661184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-23T20:27:18.673171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-23T20:27:18.673489] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-23T20:27:18.674248] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-23T20:27:18.674300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:18.674331] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:18.674357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:18.674417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:18.729802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:18.730423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:18.730498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:18.730529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:18.853398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:18.853535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:18.853598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:18.853630] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:18.856890] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-23T20:27:18.857163] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-23T20:27:18.857285] [INFO ] [sig       ] MTB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:18.993765] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTB.txt
[2025-12-23T20:27:18.993882] [INFO ] [sig       ] [2136/3557] Completed MTB in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-23T20:27:18.993920] [INFO ] [sig       ] [2137/3557] Forecasting MTCH...
[2025-12-23T20:27:18.993948] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-23T20:27:18.993977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-23T20:27:19.005746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-23T20:27:19.006047] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-23T20:27:19.006811] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-23T20:27:19.006863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:19.006894] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:19.006921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:19.006978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:19.061474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:19.062085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:19.062162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:19.062193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:19.181481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:19.181653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:19.181694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:19.181753] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:19.185083] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-23T20:27:19.185358] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-23T20:27:19.185480] [INFO ] [sig       ] MTCH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:19.323515] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTCH.txt
[2025-12-23T20:27:19.323650] [INFO ] [sig       ] [2137/3557] Completed MTCH in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:19.323691] [INFO ] [sig       ] [2138/3557] Forecasting MTD...
[2025-12-23T20:27:19.323726] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-23T20:27:19.323756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-23T20:27:19.339519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-23T20:27:19.340016] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-23T20:27:19.341169] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-23T20:27:19.341252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:19.341311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:19.341355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:19.341443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:19.406887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:19.407842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:19.407938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:19.407969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:19.532508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:19.532696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:19.532740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:19.532769] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:19.536494] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-23T20:27:19.536809] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-23T20:27:19.536944] [INFO ] [sig       ] MTD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:19.677163] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MTD.txt
[2025-12-23T20:27:19.677304] [INFO ] [sig       ] [2138/3557] Completed MTD in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:19.677344] [INFO ] [sig       ] [2139/3557] Forecasting MTG...
[2025-12-23T20:27:19.677373] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-23T20:27:19.677403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-23T20:27:19.690134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-23T20:27:19.690552] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-23T20:27:19.691379] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-23T20:27:19.691433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:19.691465] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:19.691492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:19.691550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:19.749315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:19.750188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:19.750271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:19.750304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:19.875759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:19.875923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:19.875963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:19.875993] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:19.879457] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-23T20:27:19.879751] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-23T20:27:19.879880] [INFO ] [sig       ] MTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:20.021354] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MTG.txt
[2025-12-23T20:27:20.021510] [INFO ] [sig       ] [2139/3557] Completed MTG in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:20.021550] [INFO ] [sig       ] [2140/3557] Forecasting MTH...
[2025-12-23T20:27:20.021599] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-23T20:27:20.021632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-23T20:27:20.032852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-23T20:27:20.033149] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-23T20:27:20.033936] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-23T20:27:20.033988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:20.034019] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:20.034044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:20.034099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:20.090710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:20.091563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:20.091666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:20.091698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:20.211652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:20.211801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:20.211841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:20.211868] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:20.215252] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-23T20:27:20.215554] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-23T20:27:20.215704] [INFO ] [sig       ] MTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:20.357024] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTH.txt
[2025-12-23T20:27:20.357179] [INFO ] [sig       ] [2140/3557] Completed MTH in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:20.357219] [INFO ] [sig       ] [2141/3557] Forecasting MTLS...
[2025-12-23T20:27:20.357250] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-23T20:27:20.357279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-23T20:27:20.369282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-23T20:27:20.369646] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-23T20:27:20.370483] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-23T20:27:20.370537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:20.370589] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:20.370620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:20.370678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:20.430280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:20.431174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:20.431276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:20.431315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:20.552906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:20.553069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:20.553110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:20.553159] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:20.556704] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-23T20:27:20.557022] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-23T20:27:20.557165] [INFO ] [sig       ] MTLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:20.700217] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTLS.txt
[2025-12-23T20:27:20.700385] [INFO ] [sig       ] [2141/3557] Completed MTLS in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:20.700426] [INFO ] [sig       ] [2142/3557] Forecasting MTN...
[2025-12-23T20:27:20.700458] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-23T20:27:20.700487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-23T20:27:20.713288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-23T20:27:20.713736] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-23T20:27:20.714554] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-23T20:27:20.714629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:20.714662] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:20.714688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:20.714743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:20.772639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:20.773519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:20.773620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:20.773655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:20.892486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:20.892654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:20.892696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:20.892727] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:20.896160] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-12-23T20:27:20.896438] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-23T20:27:20.896566] [INFO ] [sig       ] MTN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:21.036238] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTN.txt
[2025-12-23T20:27:21.036386] [INFO ] [sig       ] [2142/3557] Completed MTN in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:21.036426] [INFO ] [sig       ] [2143/3557] Forecasting MTRN...
[2025-12-23T20:27:21.036456] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-23T20:27:21.036485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-23T20:27:21.048029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-23T20:27:21.048353] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-23T20:27:21.049130] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-23T20:27:21.049204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:21.049237] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:21.049264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:21.049319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:21.105673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:21.106341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:21.106420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:21.106492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:21.227507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:21.227669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:21.227710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:21.227747] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:21.231144] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-23T20:27:21.231420] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-23T20:27:21.231544] [INFO ] [sig       ] MTRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:21.370038] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTRN.txt
[2025-12-23T20:27:21.370174] [INFO ] [sig       ] [2143/3557] Completed MTRN in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:21.370214] [INFO ] [sig       ] [2144/3557] Forecasting MTRX...
[2025-12-23T20:27:21.370244] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-23T20:27:21.370272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-23T20:27:21.382315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-23T20:27:21.382606] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-23T20:27:21.383338] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-23T20:27:21.383390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:21.383420] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:21.383447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:21.383503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:21.441802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:21.442449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:21.442554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:21.442614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:21.566243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:21.566395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:21.566435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:21.566464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:21.569820] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-23T20:27:21.570091] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-23T20:27:21.570215] [INFO ] [sig       ] MTRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:21.710053] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTRX.txt
[2025-12-23T20:27:21.710202] [INFO ] [sig       ] [2144/3557] Completed MTRX in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:21.710245] [INFO ] [sig       ] [2145/3557] Forecasting MTSI...
[2025-12-23T20:27:21.710276] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-23T20:27:21.710306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-23T20:27:21.724647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-23T20:27:21.725162] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-23T20:27:21.726113] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-23T20:27:21.726170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:21.726204] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:21.726232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:21.726309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:21.784608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:21.785824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:21.785934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:21.785972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:21.914466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:21.914714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:21.914759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:21.914790] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:21.918690] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-23T20:27:21.919017] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-23T20:27:21.919155] [INFO ] [sig       ] MTSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:22.065355] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTSI.txt
[2025-12-23T20:27:22.065551] [INFO ] [sig       ] [2145/3557] Completed MTSI in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:22.065610] [INFO ] [sig       ] [2146/3557] Forecasting MTX...
[2025-12-23T20:27:22.065644] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-23T20:27:22.065676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-23T20:27:22.078972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-23T20:27:22.079553] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-23T20:27:22.080531] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-23T20:27:22.080607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:22.080645] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:22.080702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:22.080770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:22.147691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:22.149186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:22.149352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:22.149401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:22.271857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:22.272099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:22.272143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:22.272171] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:22.276424] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-12-23T20:27:22.276876] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-23T20:27:22.277046] [INFO ] [sig       ] MTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:22.426403] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MTX.txt
[2025-12-23T20:27:22.426737] [INFO ] [sig       ] [2146/3557] Completed MTX in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:22.426786] [INFO ] [sig       ] [2147/3557] Forecasting MTZ...
[2025-12-23T20:27:22.426816] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-23T20:27:22.426845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-23T20:27:22.440711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-23T20:27:22.441320] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-23T20:27:22.442237] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-23T20:27:22.442309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:22.442345] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:22.442370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:22.442427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:22.498046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:22.499205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:22.499306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:22.499338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:22.623461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:22.623723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:22.623768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:22.623797] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:22.627743] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-23T20:27:22.628110] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-23T20:27:22.628257] [INFO ] [sig       ] MTZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:22.773429] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MTZ.txt
[2025-12-23T20:27:22.773719] [INFO ] [sig       ] [2147/3557] Completed MTZ in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:22.773769] [INFO ] [sig       ] [2148/3557] Forecasting MUA...
[2025-12-23T20:27:22.773800] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-23T20:27:22.773831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-23T20:27:22.790726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-23T20:27:22.791182] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-23T20:27:22.792017] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-23T20:27:22.792071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:22.792103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:22.792129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:22.792185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:22.847622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:22.848511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:22.848634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:22.848670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:22.969248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:22.969414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:22.969454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:22.969483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:22.972839] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-23T20:27:22.973110] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-23T20:27:22.973232] [INFO ] [sig       ] MUA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:23.109671] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MUA.txt
[2025-12-23T20:27:23.109829] [INFO ] [sig       ] [2148/3557] Completed MUA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:23.109872] [INFO ] [sig       ] [2149/3557] Forecasting MUC...
[2025-12-23T20:27:23.109901] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-23T20:27:23.109931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-23T20:27:23.121371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-23T20:27:23.121671] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-23T20:27:23.122405] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-23T20:27:23.122457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:23.122488] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:23.122515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:23.122596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:23.177455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:23.178292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:23.178379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:23.178410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:23.297513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:23.297693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:23.297733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:23.297761] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:23.301110] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-12-23T20:27:23.301378] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-23T20:27:23.301501] [INFO ] [sig       ] MUC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:23.439121] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MUC.txt
[2025-12-23T20:27:23.439281] [INFO ] [sig       ] [2149/3557] Completed MUC in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:23.439320] [INFO ] [sig       ] [2150/3557] Forecasting MUE...
[2025-12-23T20:27:23.439353] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-23T20:27:23.439381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-23T20:27:23.450892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-23T20:27:23.451176] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-23T20:27:23.451937] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-23T20:27:23.451989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:23.452020] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:23.452047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:23.452102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:23.507676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:23.508415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:23.508493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:23.508525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:23.623276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:23.623434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:23.623474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:23.623502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:23.626819] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-23T20:27:23.627087] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-23T20:27:23.627210] [INFO ] [sig       ] MUE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:23.763295] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MUE.txt
[2025-12-23T20:27:23.763433] [INFO ] [sig       ] [2150/3557] Completed MUE in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:23.763472] [INFO ] [sig       ] [2151/3557] Forecasting MUFG...
[2025-12-23T20:27:23.763500] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-23T20:27:23.763528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-23T20:27:23.774871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-23T20:27:23.775159] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-23T20:27:23.775921] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-23T20:27:23.775972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:23.776029] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:23.776057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:23.776113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:23.831093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:23.831762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:23.831838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:23.831870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:23.949950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:23.950109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:23.950149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:23.950177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:23.953529] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-23T20:27:23.953819] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-23T20:27:23.953939] [INFO ] [sig       ] MUFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:24.091128] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MUFG.txt
[2025-12-23T20:27:24.091262] [INFO ] [sig       ] [2151/3557] Completed MUFG in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:24.091300] [INFO ] [sig       ] [2152/3557] Forecasting MUJ...
[2025-12-23T20:27:24.091330] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-23T20:27:24.091359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-23T20:27:24.103259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-23T20:27:24.103605] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-23T20:27:24.104391] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-23T20:27:24.104442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:24.104474] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:24.104499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:24.104554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:24.161001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:24.161904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:24.161992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:24.162026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:24.284398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:24.284567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:24.284628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:24.284658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:24.288132] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-23T20:27:24.288434] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-23T20:27:24.288560] [INFO ] [sig       ] MUJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:24.433324] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MUJ.txt
[2025-12-23T20:27:24.433490] [INFO ] [sig       ] [2152/3557] Completed MUJ in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:24.433531] [INFO ] [sig       ] [2153/3557] Forecasting MUSA...
[2025-12-23T20:27:24.433561] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-23T20:27:24.433616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-23T20:27:24.445712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-23T20:27:24.446093] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-23T20:27:24.446889] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-23T20:27:24.446945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:24.446977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:24.447003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:24.447058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:24.502159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:24.503026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:24.503108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:24.503140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:24.623387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:24.623555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:24.623625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:24.623658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:24.627091] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-23T20:27:24.627369] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-23T20:27:24.627513] [INFO ] [sig       ] MUSA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:24.777266] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MUSA.txt
[2025-12-23T20:27:24.777459] [INFO ] [sig       ] [2153/3557] Completed MUSA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-23T20:27:24.777512] [INFO ] [sig       ] [2154/3557] Forecasting MUX...
[2025-12-23T20:27:24.777552] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-23T20:27:24.777616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-23T20:27:24.791102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-23T20:27:24.791478] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-23T20:27:24.792310] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-23T20:27:24.792363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:24.792394] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:24.792419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:24.792474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:24.850804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:24.851691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:24.851812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:24.851847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:24.978717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:24.978899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:24.978942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:24.979001] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:24.983037] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-23T20:27:24.983394] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-23T20:27:24.983540] [INFO ] [sig       ] MUX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:25.131718] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MUX.txt
[2025-12-23T20:27:25.131886] [INFO ] [sig       ] [2154/3557] Completed MUX in 0.4s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:25.131928] [INFO ] [sig       ] [2155/3557] Forecasting MVBF...
[2025-12-23T20:27:25.131958] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-23T20:27:25.131989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-23T20:27:25.144170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-23T20:27:25.144565] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-23T20:27:25.145386] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-23T20:27:25.145439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:25.145471] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:25.145497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:25.145552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:25.205330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:25.206273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:25.206362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:25.206395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:25.330912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:25.331066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:25.331107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:25.331135] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:25.334537] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-23T20:27:25.334828] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-23T20:27:25.334954] [INFO ] [sig       ] MVBF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:25.473521] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MVBF.txt
[2025-12-23T20:27:25.473701] [INFO ] [sig       ] [2155/3557] Completed MVBF in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:25.473744] [INFO ] [sig       ] [2156/3557] Forecasting MVF...
[2025-12-23T20:27:25.473773] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-23T20:27:25.473804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-23T20:27:25.485531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-23T20:27:25.485876] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-23T20:27:25.486651] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-23T20:27:25.486703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:25.486734] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:25.486761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:25.486820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:25.542990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:25.543802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:25.543882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:25.543914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:25.663026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:25.663179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:25.663219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:25.663250] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:25.666655] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-23T20:27:25.666956] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-23T20:27:25.667113] [INFO ] [sig       ] MVF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:25.813259] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MVF.txt
[2025-12-23T20:27:25.813424] [INFO ] [sig       ] [2156/3557] Completed MVF in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:25.813467] [INFO ] [sig       ] [2157/3557] Forecasting MVO...
[2025-12-23T20:27:25.813496] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-23T20:27:25.813527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-23T20:27:25.824561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-23T20:27:25.824886] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-23T20:27:25.825700] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-23T20:27:25.825752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:25.825783] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:25.825808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:25.825863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:25.884651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:25.885480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:25.885561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:25.885614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:26.005972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:26.006129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:26.006169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:26.006197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:26.009779] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-12-23T20:27:26.010134] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-23T20:27:26.010276] [INFO ] [sig       ] MVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:26.151370] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MVO.txt
[2025-12-23T20:27:26.151529] [INFO ] [sig       ] [2157/3557] Completed MVO in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:26.151603] [INFO ] [sig       ] [2158/3557] Forecasting MWA...
[2025-12-23T20:27:26.151670] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-23T20:27:26.151705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-23T20:27:26.163713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-23T20:27:26.164081] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-23T20:27:26.164910] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-23T20:27:26.164965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:26.165009] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:26.165038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:26.165095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:26.221692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:26.222551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:26.222652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:26.222685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:26.343339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:26.343503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:26.343545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:26.343595] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:26.347067] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-23T20:27:26.347379] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-23T20:27:26.347513] [INFO ] [sig       ] MWA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:26.490001] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MWA.txt
[2025-12-23T20:27:26.490153] [INFO ] [sig       ] [2158/3557] Completed MWA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:26.490195] [INFO ] [sig       ] [2159/3557] Forecasting MX...
[2025-12-23T20:27:26.490224] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-23T20:27:26.490253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-23T20:27:26.502146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-23T20:27:26.502471] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-23T20:27:26.503689] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-23T20:27:26.503743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:26.503775] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:26.503802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:26.503858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:26.560442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:26.561074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:26.561150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:26.561181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:26.687145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:26.687312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:26.687355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:26.687385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:26.690893] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-12-23T20:27:26.691191] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-23T20:27:26.691321] [INFO ] [sig       ] MX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:26.832806] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MX.txt
[2025-12-23T20:27:26.832939] [INFO ] [sig       ] [2159/3557] Completed MX in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:26.832978] [INFO ] [sig       ] [2160/3557] Forecasting MXF...
[2025-12-23T20:27:26.833007] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-23T20:27:26.833036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-23T20:27:26.843985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-23T20:27:26.844280] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-23T20:27:26.845042] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-23T20:27:26.845094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:26.845125] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:26.845152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:26.845207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:26.903702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:26.904440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:26.904518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:26.904550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:27.020152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:27.020299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:27.020345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:27.020380] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:27.023772] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-23T20:27:27.024045] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-23T20:27:27.024170] [INFO ] [sig       ] MXF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:27.164901] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MXF.txt
[2025-12-23T20:27:27.165027] [INFO ] [sig       ] [2160/3557] Completed MXF in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:27.165065] [INFO ] [sig       ] [2161/3557] Forecasting MXL...
[2025-12-23T20:27:27.165095] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-23T20:27:27.165124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-23T20:27:27.176777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-23T20:27:27.177061] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-23T20:27:27.177830] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-23T20:27:27.177882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:27.177913] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:27.177941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:27.177996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:27.234179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:27.234857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:27.234932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:27.235015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:27.354526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:27.354701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:27.354742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:27.354771] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:27.358081] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-23T20:27:27.358353] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-23T20:27:27.358476] [INFO ] [sig       ] MXL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:27.500605] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MXL.txt
[2025-12-23T20:27:27.500738] [INFO ] [sig       ] [2161/3557] Completed MXL in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:27.500778] [INFO ] [sig       ] [2162/3557] Forecasting MYE...
[2025-12-23T20:27:27.500824] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-23T20:27:27.500857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-23T20:27:27.513139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-23T20:27:27.513459] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-23T20:27:27.514241] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-23T20:27:27.514293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:27.514325] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:27.514352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:27.514407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:27.572123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:27.572944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:27.573044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:27.573080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:27.692908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:27.693059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:27.693100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:27.693129] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:27.696455] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-23T20:27:27.696741] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-23T20:27:27.696864] [INFO ] [sig       ] MYE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:27.839334] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MYE.txt
[2025-12-23T20:27:27.839475] [INFO ] [sig       ] [2162/3557] Completed MYE in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:27.839514] [INFO ] [sig       ] [2163/3557] Forecasting MYGN...
[2025-12-23T20:27:27.839544] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-23T20:27:27.839590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-23T20:27:27.850616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-23T20:27:27.850894] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-23T20:27:27.851661] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-23T20:27:27.851713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:27.851743] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:27.851769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:27.851824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:27.907497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:27.908212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:27.908289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:27.908322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:28.026434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:28.026600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:28.026641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:28.026669] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:28.030037] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-23T20:27:28.030303] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-23T20:27:28.030450] [INFO ] [sig       ] MYGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:28.168898] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/MYGN.txt
[2025-12-23T20:27:28.169033] [INFO ] [sig       ] [2163/3557] Completed MYGN in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:28.169074] [INFO ] [sig       ] [2164/3557] Forecasting MYI...
[2025-12-23T20:27:28.169102] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-23T20:27:28.169131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-23T20:27:28.180559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-23T20:27:28.180868] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-23T20:27:28.181677] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-23T20:27:28.181731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:28.181763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:28.181791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:28.181849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:28.243031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:28.243948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:28.244030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:28.244068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:28.366265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:28.366411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:28.366452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:28.366479] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:28.369855] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-23T20:27:28.370133] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-23T20:27:28.370261] [INFO ] [sig       ] MYI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:28.509512] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MYI.txt
[2025-12-23T20:27:28.509715] [INFO ] [sig       ] [2164/3557] Completed MYI in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:28.509758] [INFO ] [sig       ] [2165/3557] Forecasting MYN...
[2025-12-23T20:27:28.509789] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-23T20:27:28.509818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-23T20:27:28.520983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-23T20:27:28.521308] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-23T20:27:28.522070] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-23T20:27:28.522121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:28.522153] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:28.522179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:28.522235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:28.580017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:28.580930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:28.581010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:28.581042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:28.707691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:28.707846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:28.707887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:28.707935] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:28.711418] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-23T20:27:28.711947] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-23T20:27:28.712087] [INFO ] [sig       ] MYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:28.857056] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MYN.txt
[2025-12-23T20:27:28.857220] [INFO ] [sig       ] [2165/3557] Completed MYN in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:28.857261] [INFO ] [sig       ] [2166/3557] Forecasting MYRG...
[2025-12-23T20:27:28.857292] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-23T20:27:28.857321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-23T20:27:28.868679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-23T20:27:28.869038] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-23T20:27:28.869851] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-23T20:27:28.869903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:28.869935] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:28.869962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:28.870016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:28.928225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:28.929093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:28.929195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:28.929232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:29.051978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:29.052155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:29.052210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:29.052241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:29.056329] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-23T20:27:29.056823] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-23T20:27:29.056947] [INFO ] [sig       ] MYRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:29.200476] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/MYRG.txt
[2025-12-23T20:27:29.200651] [INFO ] [sig       ] [2166/3557] Completed MYRG in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:29.200694] [INFO ] [sig       ] [2167/3557] Forecasting NA...
[2025-12-23T20:27:29.200723] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-23T20:27:29.200752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-23T20:27:29.212987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-23T20:27:29.213382] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-23T20:27:29.214158] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-23T20:27:29.214211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:29.214243] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:29.214269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:29.214324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:29.273119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:29.273979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:29.274059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:29.274107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:29.397192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:29.397324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:29.397364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:29.397393] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:29.401100] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-23T20:27:29.401372] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-23T20:27:29.401497] [INFO ] [sig       ] NA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:29.541047] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NA.txt
[2025-12-23T20:27:29.541173] [INFO ] [sig       ] [2167/3557] Completed NA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:29.541213] [INFO ] [sig       ] [2168/3557] Forecasting NAAS...
[2025-12-23T20:27:29.541244] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-23T20:27:29.541274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-23T20:27:29.553253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-23T20:27:29.553838] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-23T20:27:29.554662] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-23T20:27:29.554717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:29.554780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:29.554808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:29.554864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:29.618399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:29.619329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:29.619433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:29.619474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:29.747942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:29.748132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:29.748186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:29.748228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:29.753016] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-23T20:27:29.753376] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-23T20:27:29.753545] [INFO ] [sig       ] NAAS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:29.901487] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NAAS.txt
[2025-12-23T20:27:29.901654] [INFO ] [sig       ] [2168/3557] Completed NAAS in 0.4s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:29.901696] [INFO ] [sig       ] [2169/3557] Forecasting NABL...
[2025-12-23T20:27:29.901726] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-23T20:27:29.901756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-23T20:27:29.912932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-23T20:27:29.913206] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-23T20:27:29.913997] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-23T20:27:29.914050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:29.914080] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:29.914106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:29.914173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:29.971601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:29.972248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:29.972339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:29.972373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:30.091293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:30.091450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:30.091491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:30.091519] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:30.094851] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-23T20:27:30.095121] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-23T20:27:30.095243] [INFO ] [sig       ] NABL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:30.233797] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NABL.txt
[2025-12-23T20:27:30.233942] [INFO ] [sig       ] [2169/3557] Completed NABL in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:30.233982] [INFO ] [sig       ] [2170/3557] Forecasting NAC...
[2025-12-23T20:27:30.234012] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-23T20:27:30.234043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-23T20:27:30.246286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-23T20:27:30.246613] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-23T20:27:30.247376] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-23T20:27:30.247432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:30.247467] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:30.247494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:30.247551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:30.304570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:30.305307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:30.305383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:30.305416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:30.425819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:30.425964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:30.426003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:30.426030] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:30.429367] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-23T20:27:30.429661] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-23T20:27:30.429796] [INFO ] [sig       ] NAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:30.571755] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NAC.txt
[2025-12-23T20:27:30.571912] [INFO ] [sig       ] [2170/3557] Completed NAC in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-23T20:27:30.571958] [INFO ] [sig       ] [2171/3557] Forecasting NAD...
[2025-12-23T20:27:30.571989] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-23T20:27:30.572022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-23T20:27:30.584091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-23T20:27:30.584407] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-23T20:27:30.585192] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-23T20:27:30.585256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:30.585288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:30.585315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:30.585370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:30.640748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:30.641387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:30.641485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:30.641519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:30.758892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:30.759044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:30.759083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:30.759143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:30.762546] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-23T20:27:30.762842] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-23T20:27:30.762965] [INFO ] [sig       ] NAD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:30.901541] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NAD.txt
[2025-12-23T20:27:30.901693] [INFO ] [sig       ] [2171/3557] Completed NAD in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-23T20:27:30.901732] [INFO ] [sig       ] [2172/3557] Forecasting NAMS...
[2025-12-23T20:27:30.901761] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-23T20:27:30.901800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-23T20:27:30.914282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-23T20:27:30.914703] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-23T20:27:30.915498] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-23T20:27:30.915551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:30.915602] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:30.915629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:30.915685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:30.971613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:30.972539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:30.972650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:30.972684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:31.088659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:31.088820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:31.088861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:31.088889] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:31.092236] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-23T20:27:31.092505] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-23T20:27:31.092646] [INFO ] [sig       ] NAMS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:31.231848] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NAMS.txt
[2025-12-23T20:27:31.231978] [INFO ] [sig       ] [2172/3557] Completed NAMS in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:31.232017] [INFO ] [sig       ] [2173/3557] Forecasting NATH...
[2025-12-23T20:27:31.232047] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-23T20:27:31.232076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-23T20:27:31.243819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-23T20:27:31.244124] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-23T20:27:31.245123] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-23T20:27:31.245177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:31.245210] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:31.245238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:31.245302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:31.304433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:31.305143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:31.305222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:31.305255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:31.416321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:31.416468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:31.416509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:31.416540] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:31.420045] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-23T20:27:31.420328] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-23T20:27:31.420478] [INFO ] [sig       ] NATH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:31.562047] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NATH.txt
[2025-12-23T20:27:31.562181] [INFO ] [sig       ] [2173/3557] Completed NATH in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:31.562221] [INFO ] [sig       ] [2174/3557] Forecasting NATL...
[2025-12-23T20:27:31.562252] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-23T20:27:31.562284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-23T20:27:31.574109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-23T20:27:31.574435] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-23T20:27:31.575240] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-23T20:27:31.575294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:31.575327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:31.575354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:31.575411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:31.636077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:31.636755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:31.636834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:31.636866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:31.762997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:31.763149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:31.763189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:31.763219] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:31.767028] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-12-23T20:27:31.767333] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-23T20:27:31.767473] [INFO ] [sig       ] NATL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:31.915803] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NATL.txt
[2025-12-23T20:27:31.915988] [INFO ] [sig       ] [2174/3557] Completed NATL in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:31.916037] [INFO ] [sig       ] [2175/3557] Forecasting NAVI...
[2025-12-23T20:27:31.916067] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-23T20:27:31.916096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-23T20:27:31.928316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-23T20:27:31.928717] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-23T20:27:31.929569] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-23T20:27:31.929642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:31.929675] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:31.929702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:31.929890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:31.990143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:31.991054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:31.991140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:31.991173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:32.113019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:32.113182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:32.113222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:32.113251] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:32.117066] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-23T20:27:32.117426] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-23T20:27:32.117614] [INFO ] [sig       ] NAVI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:32.260316] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NAVI.txt
[2025-12-23T20:27:32.260480] [INFO ] [sig       ] [2175/3557] Completed NAVI in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:32.260524] [INFO ] [sig       ] [2176/3557] Forecasting NAZ...
[2025-12-23T20:27:32.260556] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-23T20:27:32.260611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-23T20:27:32.272210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-23T20:27:32.272624] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-23T20:27:32.273590] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-23T20:27:32.273647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:32.273681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:32.273709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:32.273768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:32.331329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:32.332434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:32.332537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:32.332570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:32.439647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:32.439826] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:27:32.439874] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:32.439905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:32.443630] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-23T20:27:32.443972] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-23T20:27:32.444118] [INFO ] [sig       ] NAZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:32.589365] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NAZ.txt
[2025-12-23T20:27:32.589532] [INFO ] [sig       ] [2176/3557] Completed NAZ in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:32.589594] [INFO ] [sig       ] [2177/3557] Forecasting NB...
[2025-12-23T20:27:32.589631] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-23T20:27:32.589660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-23T20:27:32.602672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-23T20:27:32.603037] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-23T20:27:32.603946] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-23T20:27:32.604004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:32.604050] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:32.604092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:32.604173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:32.664371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:32.665159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:32.665265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:32.665299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:32.785443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:32.785635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:32.785686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:32.785717] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:32.789435] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-23T20:27:32.789743] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-23T20:27:32.789878] [INFO ] [sig       ] NB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:32.937619] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NB.txt
[2025-12-23T20:27:32.937774] [INFO ] [sig       ] [2177/3557] Completed NB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:32.937815] [INFO ] [sig       ] [2178/3557] Forecasting NBB...
[2025-12-23T20:27:32.937844] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-23T20:27:32.937874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-23T20:27:32.949676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-23T20:27:32.950039] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-23T20:27:32.950918] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-23T20:27:32.950973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:32.951005] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:32.951032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:32.951088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:33.011331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:33.012163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:33.012305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:33.012343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:33.136926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:33.137084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:33.137140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:33.137170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:33.140969] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-23T20:27:33.141248] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-23T20:27:33.141376] [INFO ] [sig       ] NBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:33.281812] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NBB.txt
[2025-12-23T20:27:33.281964] [INFO ] [sig       ] [2178/3557] Completed NBB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:33.282004] [INFO ] [sig       ] [2179/3557] Forecasting NBBK...
[2025-12-23T20:27:33.282034] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-23T20:27:33.282073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-23T20:27:33.294188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-23T20:27:33.294526] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-23T20:27:33.295328] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-23T20:27:33.295381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:33.295419] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:33.295448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:33.295509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:33.350639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:33.351399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:33.351490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:33.351524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:33.470658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:33.470828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:33.470872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:33.470901] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:33.474328] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-23T20:27:33.474639] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-23T20:27:33.474767] [INFO ] [sig       ] NBBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:33.613772] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NBBK.txt
[2025-12-23T20:27:33.613905] [INFO ] [sig       ] [2179/3557] Completed NBBK in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:33.613945] [INFO ] [sig       ] [2180/3557] Forecasting NBHC...
[2025-12-23T20:27:33.613975] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-23T20:27:33.614003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-23T20:27:33.624946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-23T20:27:33.625244] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-23T20:27:33.626014] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-23T20:27:33.626066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:33.626097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:33.626123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:33.626179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:33.681533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:33.682188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:33.682261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:33.682294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:33.800393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:33.800544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:33.800606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:33.800636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:33.803946] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-23T20:27:33.804239] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-23T20:27:33.804371] [INFO ] [sig       ] NBHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:33.943589] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NBHC.txt
[2025-12-23T20:27:33.943729] [INFO ] [sig       ] [2180/3557] Completed NBHC in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:33.943770] [INFO ] [sig       ] [2181/3557] Forecasting NBIX...
[2025-12-23T20:27:33.943800] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-23T20:27:33.943829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-23T20:27:33.955926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-23T20:27:33.956261] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-23T20:27:33.957060] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-23T20:27:33.957114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:33.957146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:33.957174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:33.957229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:34.013635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:34.014489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:34.014592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:34.014627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:34.133385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:34.133544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:34.133603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:34.133633] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:34.136934] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-12-23T20:27:34.137203] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-23T20:27:34.137324] [INFO ] [sig       ] NBIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:34.277439] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NBIX.txt
[2025-12-23T20:27:34.277645] [INFO ] [sig       ] [2181/3557] Completed NBIX in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:34.277910] [INFO ] [sig       ] [2182/3557] Forecasting NBN...
[2025-12-23T20:27:34.277943] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-23T20:27:34.277976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-23T20:27:34.290425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-23T20:27:34.290817] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-23T20:27:34.291594] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-23T20:27:34.291646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:34.291689] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:34.291717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:34.291772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:34.347681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:34.348514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:34.348615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:34.348650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:34.464181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:34.464341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:34.464381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:34.464412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:34.467786] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-23T20:27:34.468084] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-23T20:27:34.468217] [INFO ] [sig       ] NBN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:34.606795] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NBN.txt
[2025-12-23T20:27:34.606927] [INFO ] [sig       ] [2182/3557] Completed NBN in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:34.606967] [INFO ] [sig       ] [2183/3557] Forecasting NBTB...
[2025-12-23T20:27:34.606996] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-23T20:27:34.607025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-23T20:27:34.619002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-23T20:27:34.619355] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-23T20:27:34.620137] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-23T20:27:34.620190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:34.620220] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:34.620246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:34.620301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:34.678327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:34.679093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:34.679188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:34.679224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:34.800555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:34.800729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:34.800791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:34.800820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:34.804135] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-12-23T20:27:34.804415] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-23T20:27:34.804544] [INFO ] [sig       ] NBTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:34.942209] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NBTB.txt
[2025-12-23T20:27:34.942363] [INFO ] [sig       ] [2183/3557] Completed NBTB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:34.942404] [INFO ] [sig       ] [2184/3557] Forecasting NBXG...
[2025-12-23T20:27:34.942433] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-23T20:27:34.942462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-23T20:27:34.954412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-23T20:27:34.954771] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-23T20:27:34.955523] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-23T20:27:34.955592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:34.955626] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:34.955653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:34.955709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:35.011482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:35.012381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:35.012473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:35.012505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:35.132058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:35.132215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:35.132254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:35.132284] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:35.135631] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-23T20:27:35.135895] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-23T20:27:35.136016] [INFO ] [sig       ] NBXG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:35.278026] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NBXG.txt
[2025-12-23T20:27:35.278181] [INFO ] [sig       ] [2184/3557] Completed NBXG in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:35.278222] [INFO ] [sig       ] [2185/3557] Forecasting NC...
[2025-12-23T20:27:35.278251] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-23T20:27:35.278281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-23T20:27:35.288916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-23T20:27:35.289660] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-23T20:27:35.291187] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-23T20:27:35.291243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:35.291306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:35.291334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:35.291389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:35.348379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:35.349139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:35.349244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:35.349277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:35.455647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:35.455811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:35.455854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:35.455884] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:35.459358] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-23T20:27:35.459687] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-23T20:27:35.459822] [INFO ] [sig       ] NC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:35.602465] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NC.txt
[2025-12-23T20:27:35.602624] [INFO ] [sig       ] [2185/3557] Completed NC in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:35.602666] [INFO ] [sig       ] [2186/3557] Forecasting NCA...
[2025-12-23T20:27:35.602702] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-23T20:27:35.602732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-23T20:27:35.613097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-23T20:27:35.613406] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-23T20:27:35.614183] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-23T20:27:35.614235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:35.614265] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:35.614290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:35.614345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:35.670029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:35.670864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:35.670943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:35.670975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:35.789971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:35.790120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:35.790162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:35.790192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:35.793634] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2025-12-23T20:27:35.793910] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-23T20:27:35.794037] [INFO ] [sig       ] NCA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:35.930850] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NCA.txt
[2025-12-23T20:27:35.930993] [INFO ] [sig       ] [2186/3557] Completed NCA in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:35.931034] [INFO ] [sig       ] [2187/3557] Forecasting NCLH...
[2025-12-23T20:27:35.931065] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-23T20:27:35.931096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-23T20:27:35.942503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-23T20:27:35.942854] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-23T20:27:35.943637] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-23T20:27:35.943689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:35.943721] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:35.943747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:35.943801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:36.000164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:36.000949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:36.001030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:36.001063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:36.120853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:36.121018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:36.121059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:36.121087] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:36.124440] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-23T20:27:36.124740] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-23T20:27:36.124867] [INFO ] [sig       ] NCLH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:36.269416] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NCLH.txt
[2025-12-23T20:27:36.269606] [INFO ] [sig       ] [2187/3557] Completed NCLH in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-23T20:27:36.269651] [INFO ] [sig       ] [2188/3557] Forecasting NCMI...
[2025-12-23T20:27:36.269683] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-23T20:27:36.269715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-23T20:27:36.281733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-23T20:27:36.282046] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-23T20:27:36.282839] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-23T20:27:36.282892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:36.282924] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:36.282951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:36.283009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:36.339402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:36.340350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:36.340439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:36.340472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:36.469188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:36.469344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:36.469387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:36.469447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:36.473349] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-12-23T20:27:36.473680] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-23T20:27:36.473817] [INFO ] [sig       ] NCMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:36.619454] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NCMI.txt
[2025-12-23T20:27:36.619624] [INFO ] [sig       ] [2188/3557] Completed NCMI in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-23T20:27:36.619670] [INFO ] [sig       ] [2189/3557] Forecasting NCNA...
[2025-12-23T20:27:36.619702] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-23T20:27:36.619732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-23T20:27:36.632093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-23T20:27:36.632493] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-23T20:27:36.633300] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-23T20:27:36.633353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:36.633384] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:36.633410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:36.633467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:36.691350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:36.692258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:36.692342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:36.692376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:36.804601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:36.804764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:36.804805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:36.804857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:36.808213] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-23T20:27:36.808501] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-23T20:27:36.808647] [INFO ] [sig       ] NCNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:36.946715] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NCNA.txt
[2025-12-23T20:27:36.947077] [INFO ] [sig       ] [2189/3557] Completed NCNA in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-23T20:27:36.947119] [INFO ] [sig       ] [2190/3557] Forecasting NCNO...
[2025-12-23T20:27:36.947147] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-23T20:27:36.947176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-23T20:27:36.959546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-23T20:27:36.959958] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-23T20:27:36.960774] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-23T20:27:36.960827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:36.960859] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:36.960886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:36.960943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:37.017318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:37.018188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:37.018271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:37.018303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:37.151857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:37.152007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:37.152048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:37.152077] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:37.155420] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-23T20:27:37.155714] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-23T20:27:37.155840] [INFO ] [sig       ] NCNO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:37.292796] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NCNO.txt
[2025-12-23T20:27:37.292919] [INFO ] [sig       ] [2190/3557] Completed NCNO in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:37.292957] [INFO ] [sig       ] [2191/3557] Forecasting NCTY...
[2025-12-23T20:27:37.292987] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-23T20:27:37.293017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-23T20:27:37.304141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-23T20:27:37.304428] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-23T20:27:37.305195] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-23T20:27:37.305247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:37.305278] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:37.305305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:37.305360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:37.360700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:37.361355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:37.361444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:37.361476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:37.480201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:37.480350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:37.480389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:37.480417] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:37.483773] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-23T20:27:37.484041] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-23T20:27:37.484170] [INFO ] [sig       ] NCTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:37.620730] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NCTY.txt
[2025-12-23T20:27:37.620862] [INFO ] [sig       ] [2191/3557] Completed NCTY in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:37.620901] [INFO ] [sig       ] [2192/3557] Forecasting NCZ...
[2025-12-23T20:27:37.620930] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-23T20:27:37.620959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-23T20:27:37.632046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-23T20:27:37.632329] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-23T20:27:37.633098] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-23T20:27:37.633149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:37.633181] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:37.633208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:37.633263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:37.688248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:37.688960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:37.689037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:37.689069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:37.832236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:37.832389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:37.832428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:37.832456] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:37.835807] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-12-23T20:27:37.836079] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-23T20:27:37.836203] [INFO ] [sig       ] NCZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:37.973339] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NCZ.txt
[2025-12-23T20:27:37.973461] [INFO ] [sig       ] [2192/3557] Completed NCZ in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:37.973500] [INFO ] [sig       ] [2193/3557] Forecasting NDAQ...
[2025-12-23T20:27:37.973528] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-23T20:27:37.973556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-23T20:27:37.984460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-23T20:27:37.984767] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-23T20:27:37.985510] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-23T20:27:37.985562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:37.985619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:37.985659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:37.985718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:38.041480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:38.042130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:38.042206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:38.042237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:38.169818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:38.169978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:38.170019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:38.170048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:38.173418] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2025-12-23T20:27:38.173709] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-23T20:27:38.173844] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:38.316135] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NDAQ.txt
[2025-12-23T20:27:38.316267] [INFO ] [sig       ] [2193/3557] Completed NDAQ in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:38.316307] [INFO ] [sig       ] [2194/3557] Forecasting NDMO...
[2025-12-23T20:27:38.316335] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-23T20:27:38.316364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-23T20:27:38.327492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-23T20:27:38.327795] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-23T20:27:38.328528] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-23T20:27:38.328598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:38.328631] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:38.328657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:38.328712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:38.384635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:38.385520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:38.385627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:38.385665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:38.504258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:38.504409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:38.504451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:38.504479] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:38.507870] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-23T20:27:38.508142] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-23T20:27:38.508268] [INFO ] [sig       ] NDMO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:38.647477] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NDMO.txt
[2025-12-23T20:27:38.647621] [INFO ] [sig       ] [2194/3557] Completed NDMO in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:38.647662] [INFO ] [sig       ] [2195/3557] Forecasting NDRA...
[2025-12-23T20:27:38.647695] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-23T20:27:38.647723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-23T20:27:38.659052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-23T20:27:38.659426] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-23T20:27:38.660205] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-23T20:27:38.660257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:38.660288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:38.660315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:38.660371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:38.716707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:38.717354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:38.717457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:38.717489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:38.839842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:38.840059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:38.840110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:38.840139] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:38.844166] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-23T20:27:38.844523] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-23T20:27:38.844708] [INFO ] [sig       ] NDRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:38.988472] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NDRA.txt
[2025-12-23T20:27:38.988654] [INFO ] [sig       ] [2195/3557] Completed NDRA in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:38.988697] [INFO ] [sig       ] [2196/3557] Forecasting NDSN...
[2025-12-23T20:27:38.988726] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-23T20:27:38.988754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-23T20:27:39.000423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-23T20:27:39.000840] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-23T20:27:39.001622] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-23T20:27:39.001674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:39.001705] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:39.001731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:39.001786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:39.061442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:39.062174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:39.062257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:39.062291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:39.190402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:39.190623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:39.190692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:39.190738] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:39.195221] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-23T20:27:39.195594] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-23T20:27:39.195756] [INFO ] [sig       ] NDSN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:39.336127] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NDSN.txt
[2025-12-23T20:27:39.336260] [INFO ] [sig       ] [2196/3557] Completed NDSN in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:39.336300] [INFO ] [sig       ] [2197/3557] Forecasting NE...
[2025-12-23T20:27:39.336330] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-23T20:27:39.336365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-23T20:27:39.347613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-23T20:27:39.347908] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-23T20:27:39.348678] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-23T20:27:39.348730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:39.348762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:39.348788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:39.348844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:39.404078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:39.404725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:39.404801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:39.404832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:39.523832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:39.523986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:39.524028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:39.524057] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:39.527396] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-23T20:27:39.527684] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-23T20:27:39.527811] [INFO ] [sig       ] NE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:39.666865] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NE.txt
[2025-12-23T20:27:39.666989] [INFO ] [sig       ] [2197/3557] Completed NE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:39.667028] [INFO ] [sig       ] [2198/3557] Forecasting NEA...
[2025-12-23T20:27:39.667057] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-23T20:27:39.667086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-23T20:27:39.680421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-23T20:27:39.680822] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-23T20:27:39.681713] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-23T20:27:39.681768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:39.681801] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:39.681827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:39.681884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:39.745487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:39.746620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:39.746712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:39.746744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:39.878099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:39.878267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:39.878323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:39.878357] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:39.882151] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-23T20:27:39.882444] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-23T20:27:39.882596] [INFO ] [sig       ] NEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:40.024283] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NEA.txt
[2025-12-23T20:27:40.024492] [INFO ] [sig       ] [2198/3557] Completed NEA in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:40.024534] [INFO ] [sig       ] [2199/3557] Forecasting NECB...
[2025-12-23T20:27:40.024565] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-23T20:27:40.024618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-23T20:27:40.035654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-23T20:27:40.035975] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-23T20:27:40.036762] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-23T20:27:40.036822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:40.036859] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:40.036886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:40.036942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:40.092210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:40.092922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:40.093000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:40.093032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:40.210377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:40.210535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:40.210595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:40.210627] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:40.214043] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-12-23T20:27:40.214319] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-23T20:27:40.214447] [INFO ] [sig       ] NECB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:40.351016] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NECB.txt
[2025-12-23T20:27:40.351148] [INFO ] [sig       ] [2199/3557] Completed NECB in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:40.351189] [INFO ] [sig       ] [2200/3557] Forecasting NEE...
[2025-12-23T20:27:40.351218] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-23T20:27:40.351247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-23T20:27:40.363070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-23T20:27:40.363379] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-23T20:27:40.364189] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-23T20:27:40.364244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:40.364277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:40.364305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:40.364363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:40.419116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:40.419803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:40.419886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:40.419917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:40.540127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:40.540289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:40.540335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:40.540365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:40.544150] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-23T20:27:40.544449] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-23T20:27:40.544598] [INFO ] [sig       ] NEE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:40.681349] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NEE.txt
[2025-12-23T20:27:40.681475] [INFO ] [sig       ] [2200/3557] Completed NEE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:40.681524] [INFO ] [sig       ] [2201/3557] Forecasting NEGG...
[2025-12-23T20:27:40.681553] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-23T20:27:40.681600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-23T20:27:40.693350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-23T20:27:40.693693] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-23T20:27:40.694481] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-23T20:27:40.694533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:40.694566] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:40.694618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:40.694675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:40.750030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:40.750747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:40.750825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:40.750857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:40.865443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:40.865604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:40.865647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:40.865677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:40.868976] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-23T20:27:40.869271] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-23T20:27:40.869396] [INFO ] [sig       ] NEGG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:41.007034] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NEGG.txt
[2025-12-23T20:27:41.007183] [INFO ] [sig       ] [2201/3557] Completed NEGG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:41.007225] [INFO ] [sig       ] [2202/3557] Forecasting NEM...
[2025-12-23T20:27:41.007255] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-23T20:27:41.007295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-23T20:27:41.019547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-23T20:27:41.019913] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-23T20:27:41.020802] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-23T20:27:41.020855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:41.020917] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:41.020946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:41.021003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:41.082875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:41.083672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:41.083755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:41.083789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:41.212867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:41.213026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:41.213069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:41.213098] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:41.216744] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-23T20:27:41.217048] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-23T20:27:41.217178] [INFO ] [sig       ] NEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:41.381437] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NEM.txt
[2025-12-23T20:27:41.381628] [INFO ] [sig       ] [2202/3557] Completed NEM in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:41.381672] [INFO ] [sig       ] [2203/3557] Forecasting NEO...
[2025-12-23T20:27:41.381702] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-23T20:27:41.381732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-23T20:27:41.394335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-23T20:27:41.394702] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-23T20:27:41.395523] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-23T20:27:41.395594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:41.395628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:41.395655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:41.395711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:41.453972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:41.454693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:41.454787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:41.454824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:41.578251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:41.578407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:41.578448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:41.578476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:41.581865] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-23T20:27:41.582141] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-23T20:27:41.582265] [INFO ] [sig       ] NEO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:41.731969] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NEO.txt
[2025-12-23T20:27:41.732133] [INFO ] [sig       ] [2203/3557] Completed NEO in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:41.732176] [INFO ] [sig       ] [2204/3557] Forecasting NEOG...
[2025-12-23T20:27:41.732206] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-23T20:27:41.732237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-23T20:27:41.743409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-23T20:27:41.743773] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-23T20:27:41.744526] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-23T20:27:41.744594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:41.744628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:41.744654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:41.744708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:41.808193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:41.809548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:41.809685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:41.809737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:41.929760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:41.929924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:41.929962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:41.929990] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:41.933314] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-23T20:27:41.933601] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-23T20:27:41.933738] [INFO ] [sig       ] NEOG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:42.074073] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NEOG.txt
[2025-12-23T20:27:42.074210] [INFO ] [sig       ] [2204/3557] Completed NEOG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:42.074251] [INFO ] [sig       ] [2205/3557] Forecasting NEON...
[2025-12-23T20:27:42.074280] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-23T20:27:42.074310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-23T20:27:42.085290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-23T20:27:42.085635] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-23T20:27:42.086390] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-23T20:27:42.086442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:42.086473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:42.086499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:42.086555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:42.141392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:42.142209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:42.142289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:42.142320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:42.261351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:42.261509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:42.261550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:42.261629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:42.264968] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-23T20:27:42.265241] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-23T20:27:42.265369] [INFO ] [sig       ] NEON: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:42.407636] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NEON.txt
[2025-12-23T20:27:42.407789] [INFO ] [sig       ] [2205/3557] Completed NEON in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-23T20:27:42.407829] [INFO ] [sig       ] [2206/3557] Forecasting NEXA...
[2025-12-23T20:27:42.407859] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-23T20:27:42.407888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-23T20:27:42.418866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-23T20:27:42.419216] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-23T20:27:42.420054] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-23T20:27:42.420118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:42.420157] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:42.420189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:42.420256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:42.476355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:42.477205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:42.477295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:42.477328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:42.595158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:42.595295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:42.595333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:42.595363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:42.598672] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-23T20:27:42.598941] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-23T20:27:42.599064] [INFO ] [sig       ] NEXA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:42.736475] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NEXA.txt
[2025-12-23T20:27:42.736637] [INFO ] [sig       ] [2206/3557] Completed NEXA in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-23T20:27:42.736680] [INFO ] [sig       ] [2207/3557] Forecasting NEXN...
[2025-12-23T20:27:42.736709] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-23T20:27:42.736737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-23T20:27:42.749525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-23T20:27:42.750087] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-23T20:27:42.751154] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-23T20:27:42.751210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:42.751243] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:42.751275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:42.751343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:42.811727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:42.812710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:42.812815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:42.812866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:42.943168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:42.943346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:42.943405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:42.943440] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:42.947126] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-23T20:27:42.947455] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-23T20:27:42.947607] [INFO ] [sig       ] NEXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:43.097806] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NEXN.txt
[2025-12-23T20:27:43.097978] [INFO ] [sig       ] [2207/3557] Completed NEXN in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:43.098027] [INFO ] [sig       ] [2208/3557] Forecasting NFBK...
[2025-12-23T20:27:43.098060] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-23T20:27:43.098105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-23T20:27:43.109979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-23T20:27:43.110330] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-23T20:27:43.111175] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-23T20:27:43.111229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:43.111261] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:43.111288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:43.111345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:43.175549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:43.176457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:43.176550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:43.176600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:43.294047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:43.294199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:43.294259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:43.294288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:43.297654] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-23T20:27:43.297935] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-23T20:27:43.298061] [INFO ] [sig       ] NFBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:43.446943] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NFBK.txt
[2025-12-23T20:27:43.447098] [INFO ] [sig       ] [2208/3557] Completed NFBK in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:43.447139] [INFO ] [sig       ] [2209/3557] Forecasting NFE...
[2025-12-23T20:27:43.447168] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-23T20:27:43.447196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-23T20:27:43.461215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-23T20:27:43.461647] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-23T20:27:43.462644] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-23T20:27:43.462697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:43.462730] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:43.462760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:43.462816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:43.524341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:43.525314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:43.525403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:43.525435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:43.653678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:43.653838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:43.653878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:43.653906] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:43.657401] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-23T20:27:43.657689] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-23T20:27:43.657817] [INFO ] [sig       ] NFE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:43.801461] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NFE.txt
[2025-12-23T20:27:43.801605] [INFO ] [sig       ] [2209/3557] Completed NFE in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:43.801651] [INFO ] [sig       ] [2210/3557] Forecasting NFG...
[2025-12-23T20:27:43.801682] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-23T20:27:43.801711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-23T20:27:43.812926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-23T20:27:43.813215] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-23T20:27:43.813987] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-23T20:27:43.814040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:43.814072] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:43.814098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:43.814153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:43.869263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:43.870017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:43.870096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:43.870127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:43.986900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:43.987056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:43.987095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:43.987124] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:43.990455] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-23T20:27:43.990749] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-23T20:27:43.990874] [INFO ] [sig       ] NFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:44.127503] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NFG.txt
[2025-12-23T20:27:44.127649] [INFO ] [sig       ] [2210/3557] Completed NFG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:44.127691] [INFO ] [sig       ] [2211/3557] Forecasting NFJ...
[2025-12-23T20:27:44.127719] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-23T20:27:44.127748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-23T20:27:44.140223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-23T20:27:44.140531] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-23T20:27:44.141330] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-23T20:27:44.141382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:44.141412] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:44.141438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:44.141494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:44.197394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:44.198042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:44.198120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:44.198151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:44.321518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:44.321732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:44.321788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:44.321827] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:44.325425] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-23T20:27:44.325748] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-23T20:27:44.325882] [INFO ] [sig       ] NFJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:44.477201] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NFJ.txt
[2025-12-23T20:27:44.477360] [INFO ] [sig       ] [2211/3557] Completed NFJ in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:44.477412] [INFO ] [sig       ] [2212/3557] Forecasting NFLX...
[2025-12-23T20:27:44.477443] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-23T20:27:44.477473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-23T20:27:44.489378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-23T20:27:44.489782] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-23T20:27:44.490554] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-23T20:27:44.490625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:44.490656] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:44.490682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:44.490744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:44.546448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:44.547354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:44.547471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:44.547505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:44.674774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:44.674949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:44.674993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:44.675022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:44.678718] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-23T20:27:44.679059] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-23T20:27:44.679237] [INFO ] [sig       ] NFLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:44.819492] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NFLX.txt
[2025-12-23T20:27:44.819678] [INFO ] [sig       ] [2212/3557] Completed NFLX in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:44.819749] [INFO ] [sig       ] [2213/3557] Forecasting NFTY...
[2025-12-23T20:27:44.819788] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-23T20:27:44.819824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-23T20:27:44.831732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-23T20:27:44.832120] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-23T20:27:44.833064] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-23T20:27:44.833121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:44.833153] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:44.833179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:44.833235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:44.889532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:44.890367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:44.890450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:44.890481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:45.007585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:45.007749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:45.007806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:45.007837] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:45.011241] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-12-23T20:27:45.011546] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-23T20:27:45.011699] [INFO ] [sig       ] NFTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:45.150859] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NFTY.txt
[2025-12-23T20:27:45.151005] [INFO ] [sig       ] [2213/3557] Completed NFTY in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:45.151046] [INFO ] [sig       ] [2214/3557] Forecasting NGG...
[2025-12-23T20:27:45.151074] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-23T20:27:45.151105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-23T20:27:45.161823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-23T20:27:45.162142] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-23T20:27:45.162949] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-23T20:27:45.163000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:45.163032] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:45.163059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:45.163115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:45.219526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:45.220391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:45.220471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:45.220504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:45.343432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:45.343604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:45.343646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:45.343675] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:45.347007] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-23T20:27:45.347311] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-23T20:27:45.347448] [INFO ] [sig       ] NGG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:45.490688] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NGG.txt
[2025-12-23T20:27:45.490851] [INFO ] [sig       ] [2214/3557] Completed NGG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:45.490893] [INFO ] [sig       ] [2215/3557] Forecasting NGL...
[2025-12-23T20:27:45.490922] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-23T20:27:45.490951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-23T20:27:45.502106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-23T20:27:45.502394] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-23T20:27:45.503168] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-23T20:27:45.503221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:45.503254] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:45.503281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:45.503336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:45.562327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:45.563418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:45.563506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:45.563539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:45.679615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:45.679771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:45.679815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:45.679844] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:45.683169] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-12-23T20:27:45.683435] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-23T20:27:45.683557] [INFO ] [sig       ] NGL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:45.823758] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NGL.txt
[2025-12-23T20:27:45.823954] [INFO ] [sig       ] [2215/3557] Completed NGL in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:45.823996] [INFO ] [sig       ] [2216/3557] Forecasting NGNE...
[2025-12-23T20:27:45.824025] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-23T20:27:45.824055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-23T20:27:45.835450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-23T20:27:45.835852] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-23T20:27:45.836650] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-23T20:27:45.836704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:45.836736] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:45.836762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:45.836823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:45.893417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:45.894268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:45.894351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:45.894383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:46.016097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:46.016277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:46.016317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:46.016348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:46.019855] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-23T20:27:46.020156] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-23T20:27:46.020290] [INFO ] [sig       ] NGNE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:46.161976] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NGNE.txt
[2025-12-23T20:27:46.162130] [INFO ] [sig       ] [2216/3557] Completed NGNE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:46.162171] [INFO ] [sig       ] [2217/3557] Forecasting NGS...
[2025-12-23T20:27:46.162200] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-23T20:27:46.162230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-23T20:27:46.173398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-23T20:27:46.173805] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-23T20:27:46.174633] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-23T20:27:46.174690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:46.174746] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:46.174785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:46.174858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:46.235114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:46.235986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:46.236073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:46.236120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:46.357041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:46.357212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:46.357254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:46.357285] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:46.360935] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-23T20:27:46.361253] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-23T20:27:46.361393] [INFO ] [sig       ] NGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:46.506145] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NGS.txt
[2025-12-23T20:27:46.506307] [INFO ] [sig       ] [2217/3557] Completed NGS in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:46.506349] [INFO ] [sig       ] [2218/3557] Forecasting NGVC...
[2025-12-23T20:27:46.506379] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-23T20:27:46.506409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-23T20:27:46.517433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-23T20:27:46.517718] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-23T20:27:46.518491] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-23T20:27:46.518543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:46.518594] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:46.518623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:46.518680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:46.574706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:46.575555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:46.575657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:46.575690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:46.693740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:46.693895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:46.693934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:46.693962] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:46.697258] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-23T20:27:46.697521] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-23T20:27:46.697662] [INFO ] [sig       ] NGVC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:46.838110] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NGVC.txt
[2025-12-23T20:27:46.838266] [INFO ] [sig       ] [2218/3557] Completed NGVC in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:46.838308] [INFO ] [sig       ] [2219/3557] Forecasting NHI...
[2025-12-23T20:27:46.838338] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-23T20:27:46.838367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-23T20:27:46.849694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-23T20:27:46.850073] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-23T20:27:46.850943] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-23T20:27:46.851003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:46.851063] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:46.851092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:46.851149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:46.908223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:46.909099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:46.909208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:46.909254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:47.026165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:47.026320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:47.026359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:47.026402] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:47.029792] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-23T20:27:47.030087] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-23T20:27:47.030217] [INFO ] [sig       ] NHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:47.174158] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NHI.txt
[2025-12-23T20:27:47.174332] [INFO ] [sig       ] [2219/3557] Completed NHI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:47.174380] [INFO ] [sig       ] [2220/3557] Forecasting NHTC...
[2025-12-23T20:27:47.174410] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-23T20:27:47.174440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-23T20:27:47.185363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-23T20:27:47.185749] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-23T20:27:47.186519] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-23T20:27:47.186588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:47.186622] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:47.186649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:47.186704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:47.243373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:47.244292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:47.244372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:47.244405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:47.353395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:47.353553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:47.353616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:47.353645] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:47.357026] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-23T20:27:47.357300] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-23T20:27:47.357427] [INFO ] [sig       ] NHTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:47.498553] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NHTC.txt
[2025-12-23T20:27:47.498704] [INFO ] [sig       ] [2220/3557] Completed NHTC in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:47.498745] [INFO ] [sig       ] [2221/3557] Forecasting NI...
[2025-12-23T20:27:47.498781] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-23T20:27:47.498812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-23T20:27:47.510239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-23T20:27:47.510513] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-23T20:27:47.511306] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-23T20:27:47.511358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:47.511390] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:47.511416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:47.511472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:47.567612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:47.568227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:47.568302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:47.568334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:47.687924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:47.688079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:47.688120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:47.688150] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:47.691618] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-23T20:27:47.691897] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-23T20:27:47.692024] [INFO ] [sig       ] NI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:47.830004] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NI.txt
[2025-12-23T20:27:47.830170] [INFO ] [sig       ] [2221/3557] Completed NI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:47.830210] [INFO ] [sig       ] [2222/3557] Forecasting NIC...
[2025-12-23T20:27:47.830239] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-23T20:27:47.830269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-23T20:27:47.841828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-23T20:27:47.842207] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-23T20:27:47.842993] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-23T20:27:47.843045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:47.843076] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:47.843102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:47.843158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:47.898450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:47.899356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:47.899437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:47.899469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:48.019912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:48.020096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:48.020140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:48.020170] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:48.023727] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-23T20:27:48.024030] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-23T20:27:48.024164] [INFO ] [sig       ] NIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:48.183139] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NIC.txt
[2025-12-23T20:27:48.183299] [INFO ] [sig       ] [2222/3557] Completed NIC in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-23T20:27:48.183340] [INFO ] [sig       ] [2223/3557] Forecasting NICE...
[2025-12-23T20:27:48.183370] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-23T20:27:48.183399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-23T20:27:48.195138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-23T20:27:48.195515] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-23T20:27:48.196296] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-23T20:27:48.196348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:48.196380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:48.196407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:48.196463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:48.253848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:48.254498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:48.254590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:48.254624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:48.376828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:48.376984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:48.377024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:48.377052] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:48.380435] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-23T20:27:48.380717] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-23T20:27:48.380838] [INFO ] [sig       ] NICE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:48.519135] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NICE.txt
[2025-12-23T20:27:48.519279] [INFO ] [sig       ] [2223/3557] Completed NICE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-23T20:27:48.519318] [INFO ] [sig       ] [2224/3557] Forecasting NIE...
[2025-12-23T20:27:48.519355] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-23T20:27:48.519383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-23T20:27:48.530313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-23T20:27:48.530602] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-23T20:27:48.531340] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-23T20:27:48.531390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:48.531421] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:48.531447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:48.531502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:48.588162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:48.588783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:48.588858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:48.588889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:48.705150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:48.705278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:48.705315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:48.705359] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:48.708668] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-23T20:27:48.708976] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-23T20:27:48.709127] [INFO ] [sig       ] NIE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:48.852922] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NIE.txt
[2025-12-23T20:27:48.853071] [INFO ] [sig       ] [2224/3557] Completed NIE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-23T20:27:48.853112] [INFO ] [sig       ] [2225/3557] Forecasting NIKL...
[2025-12-23T20:27:48.853141] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-23T20:27:48.853169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-23T20:27:48.864128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-23T20:27:48.864432] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-23T20:27:48.865260] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-23T20:27:48.865312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:48.865343] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:48.865370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:48.865425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:48.922558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:48.923274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:48.923349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:48.923381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:49.033386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:49.033540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:49.033597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:49.033628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:49.036918] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=61.03%)
[2025-12-23T20:27:49.037183] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-23T20:27:49.037306] [INFO ] [sig       ] NIKL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:49.175819] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NIKL.txt
[2025-12-23T20:27:49.175968] [INFO ] [sig       ] [2225/3557] Completed NIKL in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:49.176009] [INFO ] [sig       ] [2226/3557] Forecasting NIM...
[2025-12-23T20:27:49.176039] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-23T20:27:49.176068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-23T20:27:49.186721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-23T20:27:49.187018] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-23T20:27:49.187785] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-23T20:27:49.187836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:49.187868] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:49.187895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:49.187950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:49.244052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:49.244817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:49.244894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:49.244940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:49.351026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:49.351170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:49.351208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:49.351237] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:49.354607] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-23T20:27:49.354882] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-23T20:27:49.355008] [INFO ] [sig       ] NIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:49.551399] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NIM.txt
[2025-12-23T20:27:49.551550] [INFO ] [sig       ] [2226/3557] Completed NIM in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:49.551676] [INFO ] [sig       ] [2227/3557] Forecasting NIO...
[2025-12-23T20:27:49.551710] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-23T20:27:49.551740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-23T20:27:49.567695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-23T20:27:49.568192] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-23T20:27:49.569374] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-23T20:27:49.569447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:49.569495] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:49.569537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:49.569646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:49.634038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:49.634971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:49.635070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:49.635103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:49.757142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:49.757314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:49.757357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:49.757385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:49.761020] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-23T20:27:49.761324] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-23T20:27:49.761459] [INFO ] [sig       ] NIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:49.904062] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NIO.txt
[2025-12-23T20:27:49.904229] [INFO ] [sig       ] [2227/3557] Completed NIO in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:49.904272] [INFO ] [sig       ] [2228/3557] Forecasting NIPG...
[2025-12-23T20:27:49.904301] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-23T20:27:49.904330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-23T20:27:49.919650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-23T20:27:49.920127] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-23T20:27:49.921243] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-23T20:27:49.921314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:49.921367] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:49.921414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:49.921523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:49.988679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:49.989648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:49.989745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:49.989783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:50.106949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:50.107116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:50.107159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:50.107190] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:50.110768] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-23T20:27:50.111076] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-23T20:27:50.111215] [INFO ] [sig       ] NIPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:50.252927] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NIPG.txt
[2025-12-23T20:27:50.253077] [INFO ] [sig       ] [2228/3557] Completed NIPG in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:50.253119] [INFO ] [sig       ] [2229/3557] Forecasting NISN...
[2025-12-23T20:27:50.253148] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-23T20:27:50.253177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-23T20:27:50.263928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-23T20:27:50.264322] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-23T20:27:50.265125] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-23T20:27:50.265178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:50.265209] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:50.265236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:50.265291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:50.331696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:50.332511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:50.332650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:50.332686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:50.439286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:50.439453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:50.439495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:50.439526] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:50.443180] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-23T20:27:50.443548] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-23T20:27:50.443715] [INFO ] [sig       ] NISN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:50.584195] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NISN.txt
[2025-12-23T20:27:50.584352] [INFO ] [sig       ] [2229/3557] Completed NISN in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:50.584394] [INFO ] [sig       ] [2230/3557] Forecasting NITO...
[2025-12-23T20:27:50.584424] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-23T20:27:50.584452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-23T20:27:50.595429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-23T20:27:50.595720] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-23T20:27:50.596465] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-23T20:27:50.596526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:50.596558] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:50.596605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:50.596663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:50.652472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:50.653314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:50.653398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:50.653430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:50.766673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:50.766836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:50.766878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:50.766911] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:50.770323] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-23T20:27:50.770623] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-23T20:27:50.770751] [INFO ] [sig       ] NITO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:50.915173] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NITO.txt
[2025-12-23T20:27:50.915330] [INFO ] [sig       ] [2230/3557] Completed NITO in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:50.915372] [INFO ] [sig       ] [2231/3557] Forecasting NKSH...
[2025-12-23T20:27:50.915401] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-23T20:27:50.915430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-23T20:27:50.926407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-23T20:27:50.926809] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-23T20:27:50.927615] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-23T20:27:50.927669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:50.927701] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:50.927728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:50.927784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:50.983819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:50.984684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:50.984768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:50.984800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:51.089141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:51.089318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:51.089357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:51.089387] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:51.092860] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-23T20:27:51.093177] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-23T20:27:51.093313] [INFO ] [sig       ] NKSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:51.234720] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NKSH.txt
[2025-12-23T20:27:51.234860] [INFO ] [sig       ] [2231/3557] Completed NKSH in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:51.234900] [INFO ] [sig       ] [2232/3557] Forecasting NKTX...
[2025-12-23T20:27:51.234929] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-23T20:27:51.234958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-23T20:27:51.246990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-23T20:27:51.247351] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-23T20:27:51.248165] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-23T20:27:51.248218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:51.248249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:51.248274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:51.248328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:51.305826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:51.306700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:51.306787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:51.306821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:51.422745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:51.422901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:51.422943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:51.422973] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:51.426305] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-23T20:27:51.426595] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-23T20:27:51.426718] [INFO ] [sig       ] NKTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:51.566598] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NKTX.txt
[2025-12-23T20:27:51.566792] [INFO ] [sig       ] [2232/3557] Completed NKTX in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:51.566834] [INFO ] [sig       ] [2233/3557] Forecasting NKX...
[2025-12-23T20:27:51.566865] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-23T20:27:51.566901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-23T20:27:51.578404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-23T20:27:51.578805] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-23T20:27:51.579805] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-23T20:27:51.579858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:51.579889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:51.579916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:51.579971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:51.635902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:51.636776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:51.636858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:51.636898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:51.755839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:51.756006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:51.756053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:51.756087] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:51.759476] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-23T20:27:51.759779] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-23T20:27:51.759915] [INFO ] [sig       ] NKX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:51.902093] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NKX.txt
[2025-12-23T20:27:51.902247] [INFO ] [sig       ] [2233/3557] Completed NKX in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:51.902286] [INFO ] [sig       ] [2234/3557] Forecasting NLOP...
[2025-12-23T20:27:51.902317] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-23T20:27:51.902347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-23T20:27:51.913828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-23T20:27:51.914189] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-23T20:27:51.914979] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-23T20:27:51.915032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:51.915062] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:51.915088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:51.915143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:51.975174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:51.976140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:51.976226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:51.976259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:52.090706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:52.090861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:52.090901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:52.090935] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:52.094400] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-23T20:27:52.094707] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-23T20:27:52.094835] [INFO ] [sig       ] NLOP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:52.236355] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NLOP.txt
[2025-12-23T20:27:52.236518] [INFO ] [sig       ] [2234/3557] Completed NLOP in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:52.236561] [INFO ] [sig       ] [2235/3557] Forecasting NLY...
[2025-12-23T20:27:52.236611] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-23T20:27:52.236641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-23T20:27:52.247965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-23T20:27:52.248264] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-23T20:27:52.249028] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-23T20:27:52.249079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:52.249111] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:52.249137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:52.249214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:52.306028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:52.306883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:52.306977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:52.307016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:52.427186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:52.427338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:52.427378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:52.427408] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:52.430810] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-23T20:27:52.431097] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-23T20:27:52.431218] [INFO ] [sig       ] NLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:52.570441] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NLY.txt
[2025-12-23T20:27:52.570618] [INFO ] [sig       ] [2235/3557] Completed NLY in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:52.570662] [INFO ] [sig       ] [2236/3557] Forecasting NMAI...
[2025-12-23T20:27:52.570692] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-23T20:27:52.570720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-23T20:27:52.582241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-23T20:27:52.582611] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-23T20:27:52.583378] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-23T20:27:52.583429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:52.583489] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:52.583517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:52.583591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:52.638910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:52.639777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:52.639860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:52.639892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:52.759636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:52.759838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:52.759880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:52.759908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:52.763455] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-23T20:27:52.763762] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-23T20:27:52.763901] [INFO ] [sig       ] NMAI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:52.903347] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NMAI.txt
[2025-12-23T20:27:52.903496] [INFO ] [sig       ] [2236/3557] Completed NMAI in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:52.903538] [INFO ] [sig       ] [2237/3557] Forecasting NMCO...
[2025-12-23T20:27:52.903566] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-23T20:27:52.903615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-23T20:27:52.915408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-23T20:27:52.915797] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-23T20:27:52.916586] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-23T20:27:52.916640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:52.916672] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:52.916699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:52.916755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:52.973294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:52.974164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:52.974244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:52.974276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:53.094741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:53.094938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:53.094982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:53.095013] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:53.098390] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-23T20:27:53.098688] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-23T20:27:53.098814] [INFO ] [sig       ] NMCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:53.241014] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NMCO.txt
[2025-12-23T20:27:53.241193] [INFO ] [sig       ] [2237/3557] Completed NMCO in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:53.241236] [INFO ] [sig       ] [2238/3557] Forecasting NMFC...
[2025-12-23T20:27:53.241266] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-23T20:27:53.241296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-23T20:27:53.252939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-23T20:27:53.253287] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-23T20:27:53.254092] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-23T20:27:53.254145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:53.254178] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:53.254205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:53.254262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:53.311641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:53.312463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:53.312546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:53.312600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:53.431302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:53.431462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:53.431502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:53.431530] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:53.434997] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-23T20:27:53.435272] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-23T20:27:53.435400] [INFO ] [sig       ] NMFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:53.577875] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NMFC.txt
[2025-12-23T20:27:53.578017] [INFO ] [sig       ] [2238/3557] Completed NMFC in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:53.578057] [INFO ] [sig       ] [2239/3557] Forecasting NMG...
[2025-12-23T20:27:53.578086] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-23T20:27:53.578117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-23T20:27:53.590102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-23T20:27:53.590391] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-23T20:27:53.591178] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-23T20:27:53.591231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:53.591264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:53.591291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:53.591347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:53.647865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:53.648727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:53.648811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:53.648845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:53.765726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:53.765880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:53.765919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:53.765981] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:53.769304] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-23T20:27:53.769603] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-23T20:27:53.769733] [INFO ] [sig       ] NMG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:53.910083] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NMG.txt
[2025-12-23T20:27:53.910215] [INFO ] [sig       ] [2239/3557] Completed NMG in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-23T20:27:53.910253] [INFO ] [sig       ] [2240/3557] Forecasting NMI...
[2025-12-23T20:27:53.910282] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-23T20:27:53.910311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-23T20:27:53.921850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-23T20:27:53.922191] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-23T20:27:53.922979] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-23T20:27:53.923036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:53.923067] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:53.923093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:53.923148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:53.979076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:53.979805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:53.979883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:53.979916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:54.088106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:54.088267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:54.088309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:54.088338] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:54.091915] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-23T20:27:54.092194] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-23T20:27:54.092328] [INFO ] [sig       ] NMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:54.235883] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NMI.txt
[2025-12-23T20:27:54.236071] [INFO ] [sig       ] [2240/3557] Completed NMI in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-23T20:27:54.236120] [INFO ] [sig       ] [2241/3557] Forecasting NMIH...
[2025-12-23T20:27:54.236150] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-23T20:27:54.236179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-23T20:27:54.250386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-23T20:27:54.250893] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-23T20:27:54.251815] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-23T20:27:54.251870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:54.251915] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:54.251943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:54.252002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:54.308873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:54.309910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:54.310027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:54.310065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:54.426919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:54.427104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:54.427148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:54.427178] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:54.430982] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-23T20:27:54.431513] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-23T20:27:54.431685] [INFO ] [sig       ] NMIH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:54.583599] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NMIH.txt
[2025-12-23T20:27:54.583766] [INFO ] [sig       ] [2241/3557] Completed NMIH in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-23T20:27:54.583808] [INFO ] [sig       ] [2242/3557] Forecasting NMM...
[2025-12-23T20:27:54.583840] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-23T20:27:54.583871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-23T20:27:54.595224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-23T20:27:54.595621] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-23T20:27:54.596443] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-23T20:27:54.596497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:54.596530] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:54.596557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:54.596632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:54.653366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:54.654237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:54.654321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:54.654355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:54.777133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:54.777293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:54.777335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:54.777365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:54.780968] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-23T20:27:54.781269] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-23T20:27:54.781400] [INFO ] [sig       ] NMM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:54.925299] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NMM.txt
[2025-12-23T20:27:54.925462] [INFO ] [sig       ] [2242/3557] Completed NMM in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-23T20:27:54.925636] [INFO ] [sig       ] [2243/3557] Forecasting NMRA...
[2025-12-23T20:27:54.925675] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-23T20:27:54.925707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-23T20:27:54.937159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-23T20:27:54.937533] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-23T20:27:54.938318] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-23T20:27:54.938372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:54.938404] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:54.938431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:54.938486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:54.994725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:54.995629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:54.995723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:54.995756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:55.116748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:55.116906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:55.116945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:55.116975] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:55.120456] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-23T20:27:55.120772] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-23T20:27:55.120907] [INFO ] [sig       ] NMRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:55.263422] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NMRA.txt
[2025-12-23T20:27:55.263599] [INFO ] [sig       ] [2243/3557] Completed NMRA in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:55.263643] [INFO ] [sig       ] [2244/3557] Forecasting NMRK...
[2025-12-23T20:27:55.263672] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-23T20:27:55.263702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-23T20:27:55.275691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-23T20:27:55.276043] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-23T20:27:55.276869] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-23T20:27:55.276922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:55.276953] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:55.276980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:55.277035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:55.334523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:55.335393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:55.335472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:55.335504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:55.461774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:55.461939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:55.461980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:55.462009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:55.465520] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-23T20:27:55.465887] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-23T20:27:55.466032] [INFO ] [sig       ] NMRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:55.609511] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NMRK.txt
[2025-12-23T20:27:55.609682] [INFO ] [sig       ] [2244/3557] Completed NMRK in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:55.609734] [INFO ] [sig       ] [2245/3557] Forecasting NN...
[2025-12-23T20:27:55.609764] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-23T20:27:55.609794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-23T20:27:55.621357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-23T20:27:55.621675] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-23T20:27:55.622450] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-23T20:27:55.622513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:55.622549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:55.622598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:55.622657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:55.685836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:55.686852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:55.686950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:55.686994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:55.809657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:55.809816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:55.809858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:55.809889] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:55.813400] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-23T20:27:55.813723] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-23T20:27:55.813858] [INFO ] [sig       ] NN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:55.956449] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NN.txt
[2025-12-23T20:27:55.956611] [INFO ] [sig       ] [2245/3557] Completed NN in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:55.956652] [INFO ] [sig       ] [2246/3557] Forecasting NNDM...
[2025-12-23T20:27:55.956681] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-23T20:27:55.956710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-23T20:27:55.968000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-23T20:27:55.968296] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-23T20:27:55.969088] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-23T20:27:55.969150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:55.969201] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:55.969230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:55.969285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:56.025258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:56.026138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:56.026460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:56.026493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:56.152922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:56.153076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:56.153116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:56.153145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:56.156992] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-23T20:27:56.157305] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-23T20:27:56.157490] [INFO ] [sig       ] NNDM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:56.307495] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NNDM.txt
[2025-12-23T20:27:56.307654] [INFO ] [sig       ] [2246/3557] Completed NNDM in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:56.307696] [INFO ] [sig       ] [2247/3557] Forecasting NNE...
[2025-12-23T20:27:56.307729] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-23T20:27:56.307759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-23T20:27:56.320706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-23T20:27:56.321027] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-23T20:27:56.321898] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-23T20:27:56.321951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:56.321985] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:56.322021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:56.322105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:56.384282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:56.385043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:56.385134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:56.385167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:56.512615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:56.512768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:56.512808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:56.512838] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:56.516388] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-23T20:27:56.516685] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-23T20:27:56.516816] [INFO ] [sig       ] NNE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:56.664877] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NNE.txt
[2025-12-23T20:27:56.665054] [INFO ] [sig       ] [2247/3557] Completed NNE in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:56.665107] [INFO ] [sig       ] [2248/3557] Forecasting NNI...
[2025-12-23T20:27:56.665145] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-23T20:27:56.665179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-23T20:27:56.678086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-23T20:27:56.678470] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-23T20:27:56.679377] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-23T20:27:56.679432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:56.679464] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:56.679491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:56.679562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:56.741872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:56.742673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:56.742772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:56.742822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:56.870114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:56.870277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:56.870320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:56.870366] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:56.874130] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-12-23T20:27:56.874447] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-23T20:27:56.874596] [INFO ] [sig       ] NNI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:57.023057] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NNI.txt
[2025-12-23T20:27:57.023206] [INFO ] [sig       ] [2248/3557] Completed NNI in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:57.023248] [INFO ] [sig       ] [2249/3557] Forecasting NNN...
[2025-12-23T20:27:57.023287] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-23T20:27:57.023330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-23T20:27:57.036115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-23T20:27:57.036439] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-23T20:27:57.037304] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-23T20:27:57.037357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:57.037389] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:57.037414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:57.037470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:57.098048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:57.098957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:57.099040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:57.099073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:57.229952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:57.230131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:57.230197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:57.230237] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:57.234053] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-23T20:27:57.234337] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-23T20:27:57.234464] [INFO ] [sig       ] NNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:57.378971] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NNN.txt
[2025-12-23T20:27:57.379134] [INFO ] [sig       ] [2249/3557] Completed NNN in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:57.379191] [INFO ] [sig       ] [2250/3557] Forecasting NNOX...
[2025-12-23T20:27:57.379221] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-23T20:27:57.379250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-23T20:27:57.391303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-23T20:27:57.391636] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-23T20:27:57.392382] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-23T20:27:57.392433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:57.392466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:57.392492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:57.392547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:57.450485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:57.451156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:57.451446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:57.451479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:57.576973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:57.577125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:57.577166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:57.577194] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:57.580902] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-23T20:27:57.581174] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-23T20:27:57.581483] [INFO ] [sig       ] NNOX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:57.719256] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NNOX.txt
[2025-12-23T20:27:57.719384] [INFO ] [sig       ] [2250/3557] Completed NNOX in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:57.719424] [INFO ] [sig       ] [2251/3557] Forecasting NNY...
[2025-12-23T20:27:57.719452] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-23T20:27:57.719481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-23T20:27:57.730389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-23T20:27:57.730726] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-23T20:27:57.731475] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-23T20:27:57.731527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:57.731558] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:57.731607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:57.731665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:57.786621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:57.787233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:57.787308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:57.787338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:57.897920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:57.898071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:57.898113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:57.898141] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:57.901442] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-23T20:27:57.901726] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-23T20:27:57.901850] [INFO ] [sig       ] NNY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:58.041071] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NNY.txt
[2025-12-23T20:27:58.041181] [INFO ] [sig       ] [2251/3557] Completed NNY in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:58.041220] [INFO ] [sig       ] [2252/3557] Forecasting NOA...
[2025-12-23T20:27:58.041249] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-23T20:27:58.041277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-23T20:27:58.053353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-23T20:27:58.053644] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-23T20:27:58.054372] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-23T20:27:58.054424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:58.054455] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:58.054493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:58.054550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:58.111805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:58.112621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:58.112696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:58.112727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:58.233622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:58.233789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:58.233830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:58.233858] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:58.237205] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-23T20:27:58.237482] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-23T20:27:58.237625] [INFO ] [sig       ] NOA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:58.392249] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NOA.txt
[2025-12-23T20:27:58.392481] [INFO ] [sig       ] [2252/3557] Completed NOA in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:58.392546] [INFO ] [sig       ] [2253/3557] Forecasting NOAH...
[2025-12-23T20:27:58.392622] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-23T20:27:58.392677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-23T20:27:58.406533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-23T20:27:58.407002] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-23T20:27:58.407985] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-23T20:27:58.408048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:58.408122] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:58.408155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:58.408226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:58.467447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:58.468386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:58.468475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:58.468508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:58.599633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:58.599834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:58.599880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:58.599910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:58.603822] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-23T20:27:58.604207] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-23T20:27:58.604366] [INFO ] [sig       ] NOAH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:58.793838] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NOAH.txt
[2025-12-23T20:27:58.794015] [INFO ] [sig       ] [2253/3557] Completed NOAH in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:58.794063] [INFO ] [sig       ] [2254/3557] Forecasting NODK...
[2025-12-23T20:27:58.794095] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-23T20:27:58.794129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-23T20:27:58.807723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-23T20:27:58.808228] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-23T20:27:58.809777] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-23T20:27:58.809854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:58.809897] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:58.809933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:58.810014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:58.888522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:58.889915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:58.890014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:58.890049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:59.014547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:59.014759] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:27:59.014810] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:59.014844] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:59.019464] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-12-23T20:27:59.019913] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-23T20:27:59.020087] [INFO ] [sig       ] NODK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:27:59.211828] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NODK.txt
[2025-12-23T20:27:59.212002] [INFO ] [sig       ] [2254/3557] Completed NODK in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:59.212045] [INFO ] [sig       ] [2255/3557] Forecasting NOG...
[2025-12-23T20:27:59.212076] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-23T20:27:59.212106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-23T20:27:59.227286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-23T20:27:59.227777] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-23T20:27:59.228982] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-23T20:27:59.229054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:59.229105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:59.229151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:59.229271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:59.304805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:59.305689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:59.305772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:59.305806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:59.426844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:59.427005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:59.427047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:59.427076] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:59.430720] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-23T20:27:59.431034] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-23T20:27:59.431170] [INFO ] [sig       ] NOG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:59.581034] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NOG.txt
[2025-12-23T20:27:59.581204] [INFO ] [sig       ] [2255/3557] Completed NOG in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:59.581443] [INFO ] [sig       ] [2256/3557] Forecasting NOMD...
[2025-12-23T20:27:59.581474] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-23T20:27:59.581511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-23T20:27:59.594490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-23T20:27:59.594959] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-23T20:27:59.595982] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-23T20:27:59.596047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:59.596087] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:59.596122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:59.596203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:59.658128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:59.659041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:59.659136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:59.659202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:27:59.777104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:27:59.777261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:27:59.777305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:27:59.777370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:27:59.780897] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-23T20:27:59.781179] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-23T20:27:59.781313] [INFO ] [sig       ] NOMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:27:59.922786] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NOMD.txt
[2025-12-23T20:27:59.922945] [INFO ] [sig       ] [2256/3557] Completed NOMD in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:27:59.922987] [INFO ] [sig       ] [2257/3557] Forecasting NOTE...
[2025-12-23T20:27:59.923016] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-23T20:27:59.923046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-23T20:27:59.934205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-23T20:27:59.934535] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-23T20:27:59.935306] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-23T20:27:59.935359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:27:59.935390] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:27:59.935416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:27:59.935471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:27:59.992711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:27:59.993347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:27:59.993423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:27:59.993454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:00.130321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:00.130483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:00.130526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:00.130556] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:00.134055] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-23T20:28:00.134362] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-23T20:28:00.134496] [INFO ] [sig       ] NOTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:00.273148] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NOTE.txt
[2025-12-23T20:28:00.273316] [INFO ] [sig       ] [2257/3557] Completed NOTE in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-23T20:28:00.273358] [INFO ] [sig       ] [2258/3557] Forecasting NPCE...
[2025-12-23T20:28:00.273388] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-23T20:28:00.273418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-23T20:28:00.285015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-23T20:28:00.285397] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-23T20:28:00.286195] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-23T20:28:00.286248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:00.286279] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:00.286305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:00.286361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:00.341464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:00.342351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:00.342443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:00.342475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:00.463659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:00.463824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:00.463865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:00.463894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:00.467238] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-23T20:28:00.467513] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-23T20:28:00.467657] [INFO ] [sig       ] NPCE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:00.609221] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NPCE.txt
[2025-12-23T20:28:00.609384] [INFO ] [sig       ] [2258/3557] Completed NPCE in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-23T20:28:00.609425] [INFO ] [sig       ] [2259/3557] Forecasting NPFD...
[2025-12-23T20:28:00.609455] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-23T20:28:00.609486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-23T20:28:00.621226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-23T20:28:00.621608] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-23T20:28:00.622376] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-23T20:28:00.622428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:00.622459] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:00.622486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:00.622542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:00.678648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:00.679538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:00.679657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:00.679710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:00.798072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:00.798231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:00.798274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:00.798320] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:00.801853] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-23T20:28:00.802135] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-23T20:28:00.802264] [INFO ] [sig       ] NPFD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:00.961052] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NPFD.txt
[2025-12-23T20:28:00.961232] [INFO ] [sig       ] [2259/3557] Completed NPFD in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-23T20:28:00.961278] [INFO ] [sig       ] [2260/3557] Forecasting NPK...
[2025-12-23T20:28:00.961307] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-23T20:28:00.961339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-23T20:28:00.972800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-23T20:28:00.973182] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-23T20:28:00.974012] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-23T20:28:00.974064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:00.974096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:00.974121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:00.974176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:01.031007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:01.031915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:01.032003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:01.032037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:01.165131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:01.165335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:01.165397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:01.165443] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:01.170206] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-23T20:28:01.170637] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-23T20:28:01.170789] [INFO ] [sig       ] NPK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:01.324698] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NPK.txt
[2025-12-23T20:28:01.324849] [INFO ] [sig       ] [2260/3557] Completed NPK in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:01.324888] [INFO ] [sig       ] [2261/3557] Forecasting NPO...
[2025-12-23T20:28:01.324917] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-23T20:28:01.324946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-23T20:28:01.336512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-23T20:28:01.336841] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-23T20:28:01.337619] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-23T20:28:01.337672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:01.337703] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:01.337729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:01.337785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:01.394116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:01.394856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:01.394936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:01.394968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:01.513664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:01.513823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:01.513862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:01.513891] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:01.517220] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-12-23T20:28:01.517494] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-23T20:28:01.517636] [INFO ] [sig       ] NPO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:01.657281] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NPO.txt
[2025-12-23T20:28:01.657434] [INFO ] [sig       ] [2261/3557] Completed NPO in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:01.657474] [INFO ] [sig       ] [2262/3557] Forecasting NQP...
[2025-12-23T20:28:01.657504] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-23T20:28:01.657535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-23T20:28:01.669421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-23T20:28:01.669701] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-23T20:28:01.670452] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-23T20:28:01.670505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:01.670536] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:01.670562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:01.670638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:01.727318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:01.728170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:01.728270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:01.728301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:01.854229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:01.854413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:01.854456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:01.854486] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:01.857960] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-12-23T20:28:01.858249] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-23T20:28:01.858383] [INFO ] [sig       ] NQP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:02.012720] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NQP.txt
[2025-12-23T20:28:02.012947] [INFO ] [sig       ] [2262/3557] Completed NQP in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:02.013003] [INFO ] [sig       ] [2263/3557] Forecasting NRC...
[2025-12-23T20:28:02.013040] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-23T20:28:02.013072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-23T20:28:02.025328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-23T20:28:02.025778] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-23T20:28:02.026612] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-23T20:28:02.026673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:02.026705] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:02.026734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:02.026790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:02.082690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:02.083610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:02.083763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:02.083797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:02.210128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:02.210310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:02.210359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:02.210389] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:02.214596] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-23T20:28:02.215054] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-23T20:28:02.215234] [INFO ] [sig       ] NRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:02.372524] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NRC.txt
[2025-12-23T20:28:02.372716] [INFO ] [sig       ] [2263/3557] Completed NRC in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:02.372759] [INFO ] [sig       ] [2264/3557] Forecasting NRDS...
[2025-12-23T20:28:02.372789] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-23T20:28:02.372820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-23T20:28:02.385475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-23T20:28:02.385895] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-23T20:28:02.386755] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-23T20:28:02.386812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:02.386845] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:02.386873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:02.386932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:02.447745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:02.448675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:02.448763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:02.448796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:02.574616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:02.574778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:02.574830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:02.574862] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:02.578755] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-23T20:28:02.579127] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-23T20:28:02.579340] [INFO ] [sig       ] NRDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:02.733697] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NRDS.txt
[2025-12-23T20:28:02.733883] [INFO ] [sig       ] [2264/3557] Completed NRDS in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:02.733928] [INFO ] [sig       ] [2265/3557] Forecasting NREF...
[2025-12-23T20:28:02.733960] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-23T20:28:02.733991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-23T20:28:02.746418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-23T20:28:02.746841] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-23T20:28:02.747724] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-23T20:28:02.747802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:02.747838] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:02.747865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:02.747942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:02.808699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:02.809663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:02.809767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:02.809804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:02.940666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:02.940821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:02.940861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:02.940890] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:02.944368] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-23T20:28:02.944744] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-23T20:28:02.944890] [INFO ] [sig       ] NREF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:03.088552] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NREF.txt
[2025-12-23T20:28:03.088736] [INFO ] [sig       ] [2265/3557] Completed NREF in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:03.088779] [INFO ] [sig       ] [2266/3557] Forecasting NRG...
[2025-12-23T20:28:03.088813] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-23T20:28:03.088844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-23T20:28:03.100649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-23T20:28:03.101034] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-23T20:28:03.101868] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-23T20:28:03.101922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:03.101952] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:03.101980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:03.102036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:03.157816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:03.158707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:03.158790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:03.158823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:03.280941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:03.281098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:03.281138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:03.281169] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:03.284546] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-23T20:28:03.284855] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-23T20:28:03.284989] [INFO ] [sig       ] NRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:03.426248] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NRG.txt
[2025-12-23T20:28:03.426421] [INFO ] [sig       ] [2266/3557] Completed NRG in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:03.426462] [INFO ] [sig       ] [2267/3557] Forecasting NRIM...
[2025-12-23T20:28:03.426492] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-23T20:28:03.426521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-23T20:28:03.442542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-23T20:28:03.443082] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-23T20:28:03.444265] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-23T20:28:03.444340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:03.444392] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:03.444440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:03.444531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:03.507569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:03.508471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:03.508559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:03.508612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:03.640085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:03.640255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:03.640298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:03.640326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:03.643844] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-23T20:28:03.644178] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-23T20:28:03.644321] [INFO ] [sig       ] NRIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:03.794631] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NRIM.txt
[2025-12-23T20:28:03.794804] [INFO ] [sig       ] [2267/3557] Completed NRIM in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:03.794845] [INFO ] [sig       ] [2268/3557] Forecasting NRIX...
[2025-12-23T20:28:03.794877] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-23T20:28:03.794907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-23T20:28:03.806748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-23T20:28:03.807137] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-23T20:28:03.807969] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-23T20:28:03.808023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:03.808055] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:03.808084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:03.808142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:03.865430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:03.866278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:03.866385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:03.866419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:03.996875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:03.997030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:03.997072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:03.997102] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:04.000551] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-23T20:28:04.000846] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-23T20:28:04.000975] [INFO ] [sig       ] NRIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:04.145895] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NRIX.txt
[2025-12-23T20:28:04.146057] [INFO ] [sig       ] [2268/3557] Completed NRIX in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:04.146116] [INFO ] [sig       ] [2269/3557] Forecasting NRK...
[2025-12-23T20:28:04.146151] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-23T20:28:04.146186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-23T20:28:04.158568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-23T20:28:04.158958] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-23T20:28:04.159810] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-23T20:28:04.159865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:04.159899] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:04.159927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:04.159984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:04.218587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:04.219754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:04.219843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:04.219875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:04.337137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:04.337296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:04.337338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:04.337369] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:04.340845] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-12-23T20:28:04.341144] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-23T20:28:04.341277] [INFO ] [sig       ] NRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:04.491264] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NRK.txt
[2025-12-23T20:28:04.491458] [INFO ] [sig       ] [2269/3557] Completed NRK in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:04.491500] [INFO ] [sig       ] [2270/3557] Forecasting NRP...
[2025-12-23T20:28:04.491532] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-23T20:28:04.491561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-23T20:28:04.503150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-23T20:28:04.503552] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-23T20:28:04.504351] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-23T20:28:04.504405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:04.504465] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:04.504493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:04.504550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:04.561335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:04.562288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:04.562382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:04.562416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:04.676307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:04.676469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:04.676509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:04.676538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:04.679955] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=77.02%)
[2025-12-23T20:28:04.680245] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-23T20:28:04.680372] [INFO ] [sig       ] NRP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:04.820998] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NRP.txt
[2025-12-23T20:28:04.821159] [INFO ] [sig       ] [2270/3557] Completed NRP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:04.821200] [INFO ] [sig       ] [2271/3557] Forecasting NRXP...
[2025-12-23T20:28:04.821230] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-23T20:28:04.821264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-23T20:28:04.833333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-23T20:28:04.833762] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-23T20:28:04.834628] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-23T20:28:04.834682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:04.834713] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:04.834739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:04.834793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:04.892235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:04.893133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:04.893216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:04.893254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:05.011416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:05.011606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:05.011647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:05.011674] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:05.015067] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-23T20:28:05.015356] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-23T20:28:05.015484] [INFO ] [sig       ] NRXP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:05.155878] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NRXP.txt
[2025-12-23T20:28:05.156020] [INFO ] [sig       ] [2271/3557] Completed NRXP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:05.156060] [INFO ] [sig       ] [2272/3557] Forecasting NSC...
[2025-12-23T20:28:05.156090] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-23T20:28:05.156119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-23T20:28:05.168434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-23T20:28:05.168830] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-23T20:28:05.169655] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-23T20:28:05.169708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:05.169740] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:05.169766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:05.169821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:05.225789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:05.226645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:05.226728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:05.226759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:05.345544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:05.345737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:05.345795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:05.345824] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:05.349247] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-23T20:28:05.349546] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-23T20:28:05.349698] [INFO ] [sig       ] NSC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:05.490390] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NSC.txt
[2025-12-23T20:28:05.490550] [INFO ] [sig       ] [2272/3557] Completed NSC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:05.490610] [INFO ] [sig       ] [2273/3557] Forecasting NSP...
[2025-12-23T20:28:05.490643] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-23T20:28:05.490675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-23T20:28:05.503802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-23T20:28:05.504201] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-23T20:28:05.505185] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-23T20:28:05.505259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:05.505309] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:05.505355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:05.505436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:05.562766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:05.563517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:05.563620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:05.563656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:05.685935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:05.686093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:05.686132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:05.686192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:05.689674] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-23T20:28:05.689963] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-23T20:28:05.690090] [INFO ] [sig       ] NSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:05.837360] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NSP.txt
[2025-12-23T20:28:05.837493] [INFO ] [sig       ] [2273/3557] Completed NSP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:05.837533] [INFO ] [sig       ] [2274/3557] Forecasting NSSC...
[2025-12-23T20:28:05.837563] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-23T20:28:05.837614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-23T20:28:05.849510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-23T20:28:05.849865] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-23T20:28:05.850724] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-23T20:28:05.850779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:05.850812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:05.850839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:05.850897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:05.908856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:05.909777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:05.909861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:05.909895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:06.030154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:06.030271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:06.030307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:06.030336] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:06.033466] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-23T20:28:06.033747] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-23T20:28:06.033870] [INFO ] [sig       ] NSSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:06.170347] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NSSC.txt
[2025-12-23T20:28:06.170456] [INFO ] [sig       ] [2274/3557] Completed NSSC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-23T20:28:06.170494] [INFO ] [sig       ] [2275/3557] Forecasting NTAP...
[2025-12-23T20:28:06.170523] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-23T20:28:06.170553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-23T20:28:06.182170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-23T20:28:06.182469] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-23T20:28:06.183285] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-23T20:28:06.183343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:06.183377] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:06.183404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:06.183462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:06.239615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:06.240226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:06.240303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:06.240335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:06.359488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:06.359639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:06.359679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:06.359706] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:06.362961] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-23T20:28:06.363226] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-23T20:28:06.363353] [INFO ] [sig       ] NTAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:06.501592] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NTAP.txt
[2025-12-23T20:28:06.501705] [INFO ] [sig       ] [2275/3557] Completed NTAP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-23T20:28:06.501743] [INFO ] [sig       ] [2276/3557] Forecasting NTB...
[2025-12-23T20:28:06.501771] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-23T20:28:06.501801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-23T20:28:06.513393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-23T20:28:06.513688] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-23T20:28:06.514453] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-23T20:28:06.514507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:06.514549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:06.514606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:06.514671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:06.573166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:06.573781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:06.573858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:06.573892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:06.687277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:06.687380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:06.687417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:06.687445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:06.690542] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=63.57%)
[2025-12-23T20:28:06.690818] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-23T20:28:06.690937] [INFO ] [sig       ] NTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:06.828453] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTB.txt
[2025-12-23T20:28:06.828603] [INFO ] [sig       ] [2276/3557] Completed NTB in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-23T20:28:06.828645] [INFO ] [sig       ] [2277/3557] Forecasting NTES...
[2025-12-23T20:28:06.828674] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-23T20:28:06.828723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-23T20:28:06.840859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-23T20:28:06.841138] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-23T20:28:06.841913] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-23T20:28:06.841965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:06.841996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:06.842021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:06.842077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:06.898245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:06.898852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:06.898929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:06.898961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:07.018983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:07.019104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:07.019141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:07.019185] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:07.022381] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-23T20:28:07.022660] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-23T20:28:07.022783] [INFO ] [sig       ] NTES: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:07.160987] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTES.txt
[2025-12-23T20:28:07.161095] [INFO ] [sig       ] [2277/3557] Completed NTES in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:07.161133] [INFO ] [sig       ] [2278/3557] Forecasting NTIC...
[2025-12-23T20:28:07.161160] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-23T20:28:07.161188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-23T20:28:07.171982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-23T20:28:07.172281] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-23T20:28:07.173045] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-23T20:28:07.173097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:07.173129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:07.173155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:07.173211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:07.229847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:07.230439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:07.230515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:07.230547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:07.342655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:07.342816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:07.342861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:07.342894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:07.346350] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-23T20:28:07.346631] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-23T20:28:07.346768] [INFO ] [sig       ] NTIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:07.484816] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTIC.txt
[2025-12-23T20:28:07.484931] [INFO ] [sig       ] [2278/3557] Completed NTIC in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:07.484969] [INFO ] [sig       ] [2279/3557] Forecasting NTLA...
[2025-12-23T20:28:07.484999] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-23T20:28:07.485027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-23T20:28:07.497731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-23T20:28:07.498142] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-23T20:28:07.499022] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-23T20:28:07.499078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:07.499111] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:07.499138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:07.499226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:07.558111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:07.559000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:07.559084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:07.559117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:07.682331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:07.682494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:07.682537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:07.682566] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:07.686029] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-23T20:28:07.686327] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-23T20:28:07.686466] [INFO ] [sig       ] NTLA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:07.828772] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTLA.txt
[2025-12-23T20:28:07.828927] [INFO ] [sig       ] [2279/3557] Completed NTLA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:07.828968] [INFO ] [sig       ] [2280/3557] Forecasting NTNX...
[2025-12-23T20:28:07.829004] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-23T20:28:07.829035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-23T20:28:07.841772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-23T20:28:07.842073] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-23T20:28:07.842855] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-23T20:28:07.842908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:07.842939] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:07.842966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:07.843021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:07.899771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:07.900504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:07.900629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:07.900666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:08.020031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:08.020166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:08.020205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:08.020234] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:08.023462] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-23T20:28:08.023742] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-23T20:28:08.023866] [INFO ] [sig       ] NTNX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:08.161497] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTNX.txt
[2025-12-23T20:28:08.161641] [INFO ] [sig       ] [2280/3557] Completed NTNX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:08.161683] [INFO ] [sig       ] [2281/3557] Forecasting NTRA...
[2025-12-23T20:28:08.161713] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-23T20:28:08.161743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-23T20:28:08.173405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-23T20:28:08.173698] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-23T20:28:08.174442] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-23T20:28:08.174494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:08.174525] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:08.174551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:08.174628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:08.230682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:08.231253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:08.231327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:08.231358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:08.352283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:08.352441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:08.352482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:08.352511] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:08.355840] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-23T20:28:08.356107] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-23T20:28:08.356229] [INFO ] [sig       ] NTRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:08.496780] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTRA.txt
[2025-12-23T20:28:08.496917] [INFO ] [sig       ] [2281/3557] Completed NTRA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:08.496957] [INFO ] [sig       ] [2282/3557] Forecasting NTRB...
[2025-12-23T20:28:08.496987] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-23T20:28:08.497015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-23T20:28:08.507817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-23T20:28:08.508100] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-23T20:28:08.508862] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-23T20:28:08.508914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:08.508945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:08.508971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:08.509026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:08.564894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:08.565484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:08.565594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:08.565630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:08.676203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:08.676356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:08.676395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:08.676422] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:08.680254] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-23T20:28:08.680525] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-23T20:28:08.680666] [INFO ] [sig       ] NTRB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:08.826547] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTRB.txt
[2025-12-23T20:28:08.826692] [INFO ] [sig       ] [2282/3557] Completed NTRB in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:08.826734] [INFO ] [sig       ] [2283/3557] Forecasting NTRS...
[2025-12-23T20:28:08.826763] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-23T20:28:08.826793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-23T20:28:08.839124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-23T20:28:08.839478] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-23T20:28:08.840335] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-23T20:28:08.840395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:08.840434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:08.840462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:08.840521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:08.902119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:08.902971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:08.903054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:08.903087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:09.027205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:09.027365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:09.027422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:09.027487] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:09.031075] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-23T20:28:09.031406] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-23T20:28:09.031563] [INFO ] [sig       ] NTRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:09.181415] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTRS.txt
[2025-12-23T20:28:09.181592] [INFO ] [sig       ] [2283/3557] Completed NTRS in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:09.181637] [INFO ] [sig       ] [2284/3557] Forecasting NTRSO...
[2025-12-23T20:28:09.181667] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-23T20:28:09.181698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-23T20:28:09.192924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-23T20:28:09.193217] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-23T20:28:09.194008] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-23T20:28:09.194062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:09.194095] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:09.194143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:09.194202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:09.255264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:09.255949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:09.256032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:09.256066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:09.382821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:09.382989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:09.383031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:09.383061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:09.386904] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=73.04%)
[2025-12-23T20:28:09.387203] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-23T20:28:09.387341] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:09.535594] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NTRSO.txt
[2025-12-23T20:28:09.535730] [INFO ] [sig       ] [2284/3557] Completed NTRSO in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:09.535770] [INFO ] [sig       ] [2285/3557] Forecasting NUKK...
[2025-12-23T20:28:09.535800] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-23T20:28:09.535830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-23T20:28:09.547872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-23T20:28:09.548184] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-23T20:28:09.548983] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-23T20:28:09.549036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:09.549068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:09.549097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:09.549154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:09.611057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:09.611749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:09.611868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:09.611905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:09.737142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:09.737290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:09.737330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:09.737359] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:09.740932] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-23T20:28:09.741273] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-23T20:28:09.741429] [INFO ] [sig       ] NUKK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:09.889860] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NUKK.txt
[2025-12-23T20:28:09.890021] [INFO ] [sig       ] [2285/3557] Completed NUKK in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:09.890078] [INFO ] [sig       ] [2286/3557] Forecasting NUS...
[2025-12-23T20:28:09.890119] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-23T20:28:09.890155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-23T20:28:09.903541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-23T20:28:09.903873] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-23T20:28:09.904749] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-23T20:28:09.904817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:09.904865] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:09.904905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:09.904983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:09.968417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:09.969110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:09.969215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:09.969252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:10.105541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:10.105755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:10.105800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:10.105832] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:10.110083] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-12-23T20:28:10.110435] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-23T20:28:10.110621] [INFO ] [sig       ] NUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:10.259891] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NUS.txt
[2025-12-23T20:28:10.260049] [INFO ] [sig       ] [2286/3557] Completed NUS in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:10.260106] [INFO ] [sig       ] [2287/3557] Forecasting NUTX...
[2025-12-23T20:28:10.260151] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-23T20:28:10.260192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-23T20:28:10.273323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-23T20:28:10.273657] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-23T20:28:10.274447] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-23T20:28:10.274514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:10.274619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:10.274662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:10.274736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:10.339776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:10.340628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:10.340709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:10.340742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:10.468549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:10.468720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:10.468762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:10.468791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:10.472614] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2025-12-23T20:28:10.472957] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-23T20:28:10.473116] [INFO ] [sig       ] NUTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:10.626732] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NUTX.txt
[2025-12-23T20:28:10.626868] [INFO ] [sig       ] [2287/3557] Completed NUTX in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:10.626910] [INFO ] [sig       ] [2288/3557] Forecasting NUVB...
[2025-12-23T20:28:10.626940] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-23T20:28:10.626971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-23T20:28:10.638657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-23T20:28:10.638957] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-23T20:28:10.639891] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-23T20:28:10.639946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:10.639978] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:10.640006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:10.640064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:10.702280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:10.703078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:10.703158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:10.703192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:10.836205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:10.836377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:10.836424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:10.836454] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:10.840122] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2025-12-23T20:28:10.840405] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-23T20:28:10.840538] [INFO ] [sig       ] NUVB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:10.990427] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NUVB.txt
[2025-12-23T20:28:10.990560] [INFO ] [sig       ] [2288/3557] Completed NUVB in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:10.990620] [INFO ] [sig       ] [2289/3557] Forecasting NUVL...
[2025-12-23T20:28:10.990652] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-23T20:28:10.990683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-23T20:28:11.001977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-23T20:28:11.002292] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-23T20:28:11.003081] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-23T20:28:11.003133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:11.003166] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:11.003193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:11.003248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:11.058849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:11.059434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:11.059512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:11.059543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:11.178991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:11.179151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:11.179206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:11.179235] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:11.182648] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-23T20:28:11.182911] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-23T20:28:11.183034] [INFO ] [sig       ] NUVL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:11.323029] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NUVL.txt
[2025-12-23T20:28:11.323176] [INFO ] [sig       ] [2289/3557] Completed NUVL in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:11.323219] [INFO ] [sig       ] [2290/3557] Forecasting NUWE...
[2025-12-23T20:28:11.323249] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-23T20:28:11.323280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-23T20:28:11.334230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-23T20:28:11.334643] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-23T20:28:11.335434] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-23T20:28:11.335487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:11.335519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:11.335546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:11.335628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:11.393646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:11.394303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:11.394380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:11.394412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:11.509534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:11.509686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:11.509726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:11.509786] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:11.514350] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-23T20:28:11.514700] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-23T20:28:11.514841] [INFO ] [sig       ] NUWE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:11.656877] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NUWE.txt
[2025-12-23T20:28:11.657041] [INFO ] [sig       ] [2290/3557] Completed NUWE in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:11.657087] [INFO ] [sig       ] [2291/3557] Forecasting NVAX...
[2025-12-23T20:28:11.657118] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-23T20:28:11.657160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-23T20:28:11.669901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-23T20:28:11.670229] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-23T20:28:11.671041] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-23T20:28:11.671095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:11.671126] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:11.671151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:11.671206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:11.730122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:11.730945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:11.731025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:11.731058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:11.849277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:11.849425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:11.849464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:11.849492] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:11.852806] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-23T20:28:11.853071] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-23T20:28:11.853192] [INFO ] [sig       ] NVAX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:11.991088] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVAX.txt
[2025-12-23T20:28:11.991201] [INFO ] [sig       ] [2291/3557] Completed NVAX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:11.991239] [INFO ] [sig       ] [2292/3557] Forecasting NVD...
[2025-12-23T20:28:11.991268] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-23T20:28:11.991297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-23T20:28:12.002826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-23T20:28:12.003174] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-23T20:28:12.003949] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-23T20:28:12.004003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:12.004034] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:12.004061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:12.004118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:12.059731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:12.060447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:12.060525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:12.060556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:12.168834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:12.168934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:12.168972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:12.168999] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:12.172083] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-23T20:28:12.172343] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-23T20:28:12.172467] [INFO ] [sig       ] NVD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:12.310777] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVD.txt
[2025-12-23T20:28:12.310918] [INFO ] [sig       ] [2292/3557] Completed NVD in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-23T20:28:12.310958] [INFO ] [sig       ] [2293/3557] Forecasting NVDA...
[2025-12-23T20:28:12.310987] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-23T20:28:12.311017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-23T20:28:12.322738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-23T20:28:12.323021] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-23T20:28:12.323783] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-23T20:28:12.323835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:12.323866] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:12.323892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:12.323948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:12.380090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:12.380684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:12.380758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:12.380791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:12.506821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:12.506992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:12.507048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:12.507079] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:12.510543] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=40.53%)
[2025-12-23T20:28:12.510836] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-23T20:28:12.510959] [INFO ] [sig       ] NVDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:12.649344] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVDA.txt
[2025-12-23T20:28:12.649470] [INFO ] [sig       ] [2293/3557] Completed NVDA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-23T20:28:12.649509] [INFO ] [sig       ] [2294/3557] Forecasting NVDD...
[2025-12-23T20:28:12.649538] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-23T20:28:12.649567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-23T20:28:12.660979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-23T20:28:12.661232] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-23T20:28:12.661987] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-23T20:28:12.662039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:12.662070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:12.662097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:12.662152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:12.718081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:12.718681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:12.718755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:12.718786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:12.838803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:12.838959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:12.838997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:12.839044] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:12.842382] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-23T20:28:12.842666] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-23T20:28:12.842789] [INFO ] [sig       ] NVDD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:12.979511] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVDD.txt
[2025-12-23T20:28:12.979640] [INFO ] [sig       ] [2294/3557] Completed NVDD in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-23T20:28:12.979681] [INFO ] [sig       ] [2295/3557] Forecasting NVDL...
[2025-12-23T20:28:12.979710] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-23T20:28:12.979739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-23T20:28:12.991660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-23T20:28:12.991977] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-23T20:28:12.992762] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-23T20:28:12.992814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:12.992845] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:12.992871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:12.992926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:13.049451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:13.050340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:13.050432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:13.050465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:13.172150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:13.172323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:13.172363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:13.172394] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:13.175885] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-23T20:28:13.176164] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-23T20:28:13.176289] [INFO ] [sig       ] NVDL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:13.316681] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVDL.txt
[2025-12-23T20:28:13.316851] [INFO ] [sig       ] [2295/3557] Completed NVDL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:13.316891] [INFO ] [sig       ] [2296/3557] Forecasting NVDS...
[2025-12-23T20:28:13.316921] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-23T20:28:13.316950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-23T20:28:13.327943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-23T20:28:13.328277] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-23T20:28:13.329044] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-23T20:28:13.329097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:13.329129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:13.329155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:13.329239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:13.384561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:13.385201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:13.385278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:13.385310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:13.504830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:13.504949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:13.504985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:13.505012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:13.508191] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-23T20:28:13.508459] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-23T20:28:13.508596] [INFO ] [sig       ] NVDS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:13.649604] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVDS.txt
[2025-12-23T20:28:13.649736] [INFO ] [sig       ] [2296/3557] Completed NVDS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:13.649776] [INFO ] [sig       ] [2297/3557] Forecasting NVEC...
[2025-12-23T20:28:13.649804] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-23T20:28:13.649833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-23T20:28:13.660777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-23T20:28:13.661032] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-23T20:28:13.661810] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-23T20:28:13.661862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:13.661893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:13.661920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:13.661976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:13.718104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:13.718713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:13.718819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:13.718853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:13.833536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:13.833687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:13.833727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:13.833757] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:13.837059] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-12-23T20:28:13.837342] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-23T20:28:13.837471] [INFO ] [sig       ] NVEC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:13.975082] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVEC.txt
[2025-12-23T20:28:13.975201] [INFO ] [sig       ] [2297/3557] Completed NVEC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:13.975239] [INFO ] [sig       ] [2298/3557] Forecasting NVG...
[2025-12-23T20:28:13.975269] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-23T20:28:13.975300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-23T20:28:13.986746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-23T20:28:13.987011] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-23T20:28:13.987771] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-23T20:28:13.987823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:13.987854] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:13.987880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:13.987948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:14.044360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:14.044949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:14.045025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:14.045055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:14.166423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:14.166588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:14.166630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:14.166660] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:14.170079] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-23T20:28:14.170349] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-23T20:28:14.170493] [INFO ] [sig       ] NVG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:14.308255] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVG.txt
[2025-12-23T20:28:14.308367] [INFO ] [sig       ] [2298/3557] Completed NVG in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:14.308405] [INFO ] [sig       ] [2299/3557] Forecasting NVGS...
[2025-12-23T20:28:14.308433] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-23T20:28:14.308461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-23T20:28:14.319910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-23T20:28:14.320166] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-23T20:28:14.320919] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-23T20:28:14.320971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:14.321003] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:14.321029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:14.321086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:14.377208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:14.377839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:14.377914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:14.377945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:14.497807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:14.497953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:14.497992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:14.498021] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:14.501315] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-23T20:28:14.501602] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-23T20:28:14.501729] [INFO ] [sig       ] NVGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:14.639379] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVGS.txt
[2025-12-23T20:28:14.639504] [INFO ] [sig       ] [2299/3557] Completed NVGS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:14.639541] [INFO ] [sig       ] [2300/3557] Forecasting NVMI...
[2025-12-23T20:28:14.639588] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-23T20:28:14.639621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-23T20:28:14.651634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-23T20:28:14.651947] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-23T20:28:14.652743] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-23T20:28:14.652810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:14.652843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:14.652869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:14.652925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:14.709696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:14.710357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:14.710437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:14.710468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:14.825850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:14.826007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:14.826046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:14.826074] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:14.829778] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-23T20:28:14.830085] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-23T20:28:14.830218] [INFO ] [sig       ] NVMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:14.974149] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVMI.txt
[2025-12-23T20:28:14.974314] [INFO ] [sig       ] [2300/3557] Completed NVMI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:14.974355] [INFO ] [sig       ] [2301/3557] Forecasting NVO...
[2025-12-23T20:28:14.974389] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-23T20:28:14.974430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-23T20:28:14.987251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-23T20:28:14.987556] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-23T20:28:14.988330] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-23T20:28:14.988383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:14.988414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:14.988440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:14.988498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:15.046390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:15.047274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:15.047354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:15.047385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:15.164742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:15.164835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:15.164871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:15.164899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:15.167941] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-23T20:28:15.168208] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-23T20:28:15.168328] [INFO ] [sig       ] NVO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:15.307378] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVO.txt
[2025-12-23T20:28:15.307490] [INFO ] [sig       ] [2301/3557] Completed NVO in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:15.307529] [INFO ] [sig       ] [2302/3557] Forecasting NVRI...
[2025-12-23T20:28:15.307556] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-23T20:28:15.307602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-23T20:28:15.318606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-23T20:28:15.318859] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-23T20:28:15.319633] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-23T20:28:15.319685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:15.319716] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:15.319743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:15.319802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:15.375938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:15.376599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:15.376677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:15.376708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:15.499553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:15.499705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:15.499752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:15.499781] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:15.503114] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-12-23T20:28:15.503391] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-23T20:28:15.503513] [INFO ] [sig       ] NVRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:15.641033] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVRI.txt
[2025-12-23T20:28:15.641156] [INFO ] [sig       ] [2302/3557] Completed NVRI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:15.641201] [INFO ] [sig       ] [2303/3557] Forecasting NVS...
[2025-12-23T20:28:15.641232] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-23T20:28:15.641261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-23T20:28:15.653503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-23T20:28:15.653854] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-23T20:28:15.654660] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-23T20:28:15.654712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:15.654744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:15.654770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:15.654826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:15.710427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:15.711197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:15.711289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:15.711322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:15.831086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:15.831256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:15.831296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:15.831326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:15.834749] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-23T20:28:15.835034] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-23T20:28:15.835161] [INFO ] [sig       ] NVS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:15.972603] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NVS.txt
[2025-12-23T20:28:15.972764] [INFO ] [sig       ] [2303/3557] Completed NVS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:15.972804] [INFO ] [sig       ] [2304/3557] Forecasting NVTS...
[2025-12-23T20:28:15.972833] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-23T20:28:15.972862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-23T20:28:15.985003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-23T20:28:15.985325] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-23T20:28:15.986099] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-23T20:28:15.986153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:15.986223] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:15.986252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:15.986309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:16.041633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:16.042204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:16.042281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:16.042312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:16.153217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:16.153314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:16.153348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:16.153376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:16.156424] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-23T20:28:16.156709] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-23T20:28:16.156830] [INFO ] [sig       ] NVTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:16.293976] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NVTS.txt
[2025-12-23T20:28:16.294087] [INFO ] [sig       ] [2304/3557] Completed NVTS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:16.294125] [INFO ] [sig       ] [2305/3557] Forecasting NWBI...
[2025-12-23T20:28:16.294155] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-23T20:28:16.294184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-23T20:28:16.305269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-23T20:28:16.305522] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-23T20:28:16.306274] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-23T20:28:16.306326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:16.306357] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:16.306383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:16.306439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:16.361816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:16.362384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:16.362457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:16.362488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:16.478187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:16.478327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:16.478366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:16.478395] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:16.481707] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-23T20:28:16.481991] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-23T20:28:16.482115] [INFO ] [sig       ] NWBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:16.623137] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NWBI.txt
[2025-12-23T20:28:16.623283] [INFO ] [sig       ] [2305/3557] Completed NWBI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:16.623324] [INFO ] [sig       ] [2306/3557] Forecasting NWE...
[2025-12-23T20:28:16.623353] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-23T20:28:16.623382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-23T20:28:16.634550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-23T20:28:16.634823] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-23T20:28:16.635552] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-23T20:28:16.635622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:16.635656] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:16.635682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:16.635737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:16.690983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:16.691555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:16.691646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:16.691678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:16.806450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:16.806555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:16.806623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:16.806653] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:16.809762] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-23T20:28:16.810021] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-23T20:28:16.810142] [INFO ] [sig       ] NWE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:16.947969] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NWE.txt
[2025-12-23T20:28:16.948083] [INFO ] [sig       ] [2306/3557] Completed NWE in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:16.948121] [INFO ] [sig       ] [2307/3557] Forecasting NWFL...
[2025-12-23T20:28:16.948150] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-23T20:28:16.948179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-23T20:28:16.962350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-23T20:28:16.962675] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-23T20:28:16.963527] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-23T20:28:16.963597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:16.963629] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:16.963655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:16.963711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:17.019473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:17.020083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:17.020162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:17.020194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:17.122205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:17.122331] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:28:17.122368] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:17.122441] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:17.125556] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-23T20:28:17.125844] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-23T20:28:17.125967] [INFO ] [sig       ] NWFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:17.262260] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NWFL.txt
[2025-12-23T20:28:17.262367] [INFO ] [sig       ] [2307/3557] Completed NWFL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:17.262405] [INFO ] [sig       ] [2308/3557] Forecasting NWG...
[2025-12-23T20:28:17.262434] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-23T20:28:17.262463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-23T20:28:17.274154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-23T20:28:17.274449] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-23T20:28:17.275275] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-23T20:28:17.275331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:17.275364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:17.275392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:17.275449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:17.333497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:17.334133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:17.334210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:17.334244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:17.454452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:17.454632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:17.454693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:17.454725] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:17.458448] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-23T20:28:17.458810] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-23T20:28:17.458949] [INFO ] [sig       ] NWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:17.597449] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NWG.txt
[2025-12-23T20:28:17.597564] [INFO ] [sig       ] [2308/3557] Completed NWG in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:17.597624] [INFO ] [sig       ] [2309/3557] Forecasting NWL...
[2025-12-23T20:28:17.597655] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-23T20:28:17.597692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-23T20:28:17.608963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-23T20:28:17.609281] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-23T20:28:17.610072] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-23T20:28:17.610125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:17.610157] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:17.610182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:17.610244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:17.667029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:17.667686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:17.667778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:17.667812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:17.789437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:17.789586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:17.789627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:17.789655] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:17.792904] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-23T20:28:17.793169] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-23T20:28:17.793292] [INFO ] [sig       ] NWL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:17.931390] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NWL.txt
[2025-12-23T20:28:17.931511] [INFO ] [sig       ] [2309/3557] Completed NWL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-23T20:28:17.931551] [INFO ] [sig       ] [2310/3557] Forecasting NWPX...
[2025-12-23T20:28:17.931598] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-23T20:28:17.931630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-23T20:28:17.943255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-23T20:28:17.943556] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-23T20:28:17.944378] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-23T20:28:17.944431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:17.944462] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:17.944489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:17.944546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:18.000872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:18.001451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:18.001526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:18.001558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:18.123488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:18.123619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:18.123656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:18.123683] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:18.126837] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-12-23T20:28:18.127099] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-23T20:28:18.127220] [INFO ] [sig       ] NWPX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:18.267542] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NWPX.txt
[2025-12-23T20:28:18.267681] [INFO ] [sig       ] [2310/3557] Completed NWPX in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-23T20:28:18.267722] [INFO ] [sig       ] [2311/3557] Forecasting NWS...
[2025-12-23T20:28:18.267752] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-23T20:28:18.267782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-23T20:28:18.278882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-23T20:28:18.279140] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-23T20:28:18.279929] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-23T20:28:18.279981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:18.280024] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:18.280053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:18.280108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:18.339055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:18.339860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:18.339940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:18.339972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:18.459549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:18.459704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:18.459743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:18.459770] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:18.462993] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=52.20%)
[2025-12-23T20:28:18.463264] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-23T20:28:18.463386] [INFO ] [sig       ] NWS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:18.601814] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NWS.txt
[2025-12-23T20:28:18.601952] [INFO ] [sig       ] [2311/3557] Completed NWS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-23T20:28:18.601992] [INFO ] [sig       ] [2312/3557] Forecasting NWSA...
[2025-12-23T20:28:18.602021] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-23T20:28:18.602050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-23T20:28:18.613020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-23T20:28:18.613278] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-23T20:28:18.614042] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-23T20:28:18.614094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:18.614125] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:18.614151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:18.614206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:18.670256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:18.670844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:18.670918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:18.670950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:18.786639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:18.786750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:18.786787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:18.786814] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:18.789978] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-23T20:28:18.790239] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-23T20:28:18.790359] [INFO ] [sig       ] NWSA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:18.928441] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NWSA.txt
[2025-12-23T20:28:18.928559] [INFO ] [sig       ] [2312/3557] Completed NWSA in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-23T20:28:18.928617] [INFO ] [sig       ] [2313/3557] Forecasting NX...
[2025-12-23T20:28:18.928647] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-23T20:28:18.928676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-23T20:28:18.942960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-23T20:28:18.943277] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-23T20:28:18.944089] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-23T20:28:18.944141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:18.944172] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:18.944198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:18.944254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:19.000179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:19.000788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:19.000862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:19.000893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:19.121642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:19.121769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:19.121807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:19.121835] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:19.125109] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-23T20:28:19.125383] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-23T20:28:19.125508] [INFO ] [sig       ] NX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:19.265496] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NX.txt
[2025-12-23T20:28:19.265641] [INFO ] [sig       ] [2313/3557] Completed NX in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:19.265684] [INFO ] [sig       ] [2314/3557] Forecasting NXC...
[2025-12-23T20:28:19.265713] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-23T20:28:19.265742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-23T20:28:19.278185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-23T20:28:19.278597] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-23T20:28:19.279555] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-23T20:28:19.279628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:19.279662] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:19.279689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:19.279745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:19.340998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:19.341929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:19.342016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:19.342118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:19.449741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:19.449911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:19.449955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:19.449985] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:19.453479] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-23T20:28:19.453830] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-23T20:28:19.453964] [INFO ] [sig       ] NXC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:19.604415] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NXC.txt
[2025-12-23T20:28:19.604615] [INFO ] [sig       ] [2314/3557] Completed NXC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:19.604670] [INFO ] [sig       ] [2315/3557] Forecasting NXE...
[2025-12-23T20:28:19.604720] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-23T20:28:19.604769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-23T20:28:19.617328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-23T20:28:19.617804] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-23T20:28:19.618668] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-23T20:28:19.618725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:19.618758] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:19.618784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:19.618842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:19.682067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:19.683043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:19.683138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:19.683173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:19.816549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:19.816767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:19.816829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:19.816862] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:19.820758] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-23T20:28:19.821064] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-23T20:28:19.821201] [INFO ] [sig       ] NXE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:19.976675] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NXE.txt
[2025-12-23T20:28:19.976836] [INFO ] [sig       ] [2315/3557] Completed NXE in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:19.976880] [INFO ] [sig       ] [2316/3557] Forecasting NXG...
[2025-12-23T20:28:19.976917] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-23T20:28:19.976959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-23T20:28:19.988884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-23T20:28:19.989265] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-23T20:28:19.990138] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-23T20:28:19.990194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:19.990227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:19.990254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:19.990311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:20.050512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:20.051406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:20.051490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:20.051524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:20.168869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:20.169029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:20.169070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:20.169099] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:20.172528] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-23T20:28:20.172857] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-23T20:28:20.172987] [INFO ] [sig       ] NXG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:20.311619] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NXG.txt
[2025-12-23T20:28:20.311753] [INFO ] [sig       ] [2316/3557] Completed NXG in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:20.311793] [INFO ] [sig       ] [2317/3557] Forecasting NXGL...
[2025-12-23T20:28:20.311823] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-23T20:28:20.311852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-23T20:28:20.322616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-23T20:28:20.322901] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-23T20:28:20.323667] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-23T20:28:20.323720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:20.323752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:20.323779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:20.323835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:20.379102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:20.379813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:20.379891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:20.379922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:20.495296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:20.495469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:20.495518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:20.495555] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:20.499258] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-23T20:28:20.499559] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-23T20:28:20.499712] [INFO ] [sig       ] NXGL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:20.638178] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NXGL.txt
[2025-12-23T20:28:20.638331] [INFO ] [sig       ] [2317/3557] Completed NXGL in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:20.638372] [INFO ] [sig       ] [2318/3557] Forecasting NXP...
[2025-12-23T20:28:20.638402] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-23T20:28:20.638431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-23T20:28:20.650242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-23T20:28:20.650559] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-23T20:28:20.651350] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-23T20:28:20.651403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:20.651434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:20.651460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:20.651515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:20.706477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:20.707163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:20.707238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:20.707271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:20.824956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:20.825119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:20.825159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:20.825204] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:20.828515] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-23T20:28:20.828815] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-23T20:28:20.828940] [INFO ] [sig       ] NXP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:20.966868] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NXP.txt
[2025-12-23T20:28:20.967003] [INFO ] [sig       ] [2318/3557] Completed NXP in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:20.967043] [INFO ] [sig       ] [2319/3557] Forecasting NXPI...
[2025-12-23T20:28:20.967071] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-23T20:28:20.967100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-23T20:28:20.978937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-23T20:28:20.979280] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-23T20:28:20.980092] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-23T20:28:20.980145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:20.980177] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:20.980204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:20.980260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:21.036368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:21.037089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:21.037169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:21.037201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:21.158785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:21.158944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:21.158984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:21.159013] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:21.162340] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-23T20:28:21.162631] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-23T20:28:21.162759] [INFO ] [sig       ] NXPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:21.304037] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NXPI.txt
[2025-12-23T20:28:21.304172] [INFO ] [sig       ] [2319/3557] Completed NXPI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:21.304211] [INFO ] [sig       ] [2320/3557] Forecasting NYXH...
[2025-12-23T20:28:21.304239] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-23T20:28:21.304267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-23T20:28:21.315337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-23T20:28:21.315710] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-23T20:28:21.316472] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-23T20:28:21.316524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:21.316555] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:21.316614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:21.316671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:21.371932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:21.372559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:21.372666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:21.372721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:21.488044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:21.488208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:21.488249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:21.488277] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:21.491699] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-23T20:28:21.491974] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-23T20:28:21.492100] [INFO ] [sig       ] NYXH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:21.630100] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/NYXH.txt
[2025-12-23T20:28:21.630241] [INFO ] [sig       ] [2320/3557] Completed NYXH in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:21.630282] [INFO ] [sig       ] [2321/3557] Forecasting NZF...
[2025-12-23T20:28:21.630310] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-23T20:28:21.630339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-23T20:28:21.641673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-23T20:28:21.641982] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-23T20:28:21.642746] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-23T20:28:21.642798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:21.642872] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:21.642900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:21.642956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:21.697830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:21.698483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:21.698561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:21.698619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:21.816947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:21.817108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:21.817150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:21.817178] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:21.820539] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-23T20:28:21.820856] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-23T20:28:21.820980] [INFO ] [sig       ] NZF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:21.958930] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/NZF.txt
[2025-12-23T20:28:21.959065] [INFO ] [sig       ] [2321/3557] Completed NZF in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:21.959103] [INFO ] [sig       ] [2322/3557] Forecasting OABI...
[2025-12-23T20:28:21.959133] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-23T20:28:21.959161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-23T20:28:21.970404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-23T20:28:21.970707] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-23T20:28:21.971452] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-23T20:28:21.971504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:21.971535] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:21.971592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:21.971653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:22.030167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:22.030936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:22.031021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:22.031054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:22.152725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:22.152890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:22.152931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:22.152959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:22.156256] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-23T20:28:22.156524] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-23T20:28:22.156668] [INFO ] [sig       ] OABI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:22.293777] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OABI.txt
[2025-12-23T20:28:22.293910] [INFO ] [sig       ] [2322/3557] Completed OABI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:22.293948] [INFO ] [sig       ] [2323/3557] Forecasting OBDC...
[2025-12-23T20:28:22.293977] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-23T20:28:22.294005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-23T20:28:22.305838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-23T20:28:22.306169] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-23T20:28:22.306960] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-23T20:28:22.307014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:22.307045] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:22.307071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:22.307127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:22.362604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:22.363496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:22.363598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:22.363633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:22.481267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:22.481429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:22.481467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:22.481495] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:22.484839] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-23T20:28:22.485121] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-23T20:28:22.485245] [INFO ] [sig       ] OBDC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:22.634373] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OBDC.txt
[2025-12-23T20:28:22.634523] [INFO ] [sig       ] [2323/3557] Completed OBDC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:22.634590] [INFO ] [sig       ] [2324/3557] Forecasting OBIL...
[2025-12-23T20:28:22.634638] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-23T20:28:22.634671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-23T20:28:22.646176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-23T20:28:22.646516] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-23T20:28:22.647411] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-23T20:28:22.647474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:22.647518] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:22.647554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:22.647635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:22.710628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:22.711464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:22.711563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:22.711636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:22.833088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:22.833270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:22.833313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:22.833374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:22.837106] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-23T20:28:22.837399] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-23T20:28:22.837528] [INFO ] [sig       ] OBIL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:22.986729] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OBIL.txt
[2025-12-23T20:28:22.986885] [INFO ] [sig       ] [2324/3557] Completed OBIL in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:22.986926] [INFO ] [sig       ] [2325/3557] Forecasting OBIO...
[2025-12-23T20:28:22.986955] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-23T20:28:22.986985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-23T20:28:22.999704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-23T20:28:23.000104] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-23T20:28:23.001016] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-23T20:28:23.001085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:23.001117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:23.001143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:23.001204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:23.062876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:23.063722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:23.063806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:23.063850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:23.177245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:23.177412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:23.177452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:23.177480] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:23.180862] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-23T20:28:23.181143] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-23T20:28:23.181273] [INFO ] [sig       ] OBIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:23.318856] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OBIO.txt
[2025-12-23T20:28:23.318998] [INFO ] [sig       ] [2325/3557] Completed OBIO in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:23.319037] [INFO ] [sig       ] [2326/3557] Forecasting OBK...
[2025-12-23T20:28:23.319067] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-23T20:28:23.319102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-23T20:28:23.331007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-23T20:28:23.331328] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-23T20:28:23.332103] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-23T20:28:23.332155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:23.332187] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:23.332212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:23.332269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:23.387596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:23.388249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:23.388327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:23.388358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:23.507473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:23.507664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:23.507712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:23.507746] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:23.511215] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-23T20:28:23.511494] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-23T20:28:23.511642] [INFO ] [sig       ] OBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:23.664773] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OBK.txt
[2025-12-23T20:28:23.664971] [INFO ] [sig       ] [2326/3557] Completed OBK in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-23T20:28:23.665023] [INFO ] [sig       ] [2327/3557] Forecasting OC...
[2025-12-23T20:28:23.665056] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-23T20:28:23.665090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-23T20:28:23.678105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-23T20:28:23.678450] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-23T20:28:23.679388] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-23T20:28:23.679443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:23.679475] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:23.679502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:23.679558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:23.743803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:23.744649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:23.744735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:23.744772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:23.873744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:23.873914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:23.873955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:23.873983] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:23.877563] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-23T20:28:23.877874] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-23T20:28:23.878008] [INFO ] [sig       ] OC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:24.028755] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OC.txt
[2025-12-23T20:28:24.028912] [INFO ] [sig       ] [2327/3557] Completed OC in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-23T20:28:24.028954] [INFO ] [sig       ] [2328/3557] Forecasting OCCI...
[2025-12-23T20:28:24.028984] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-23T20:28:24.029013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-23T20:28:24.041214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-23T20:28:24.041542] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-23T20:28:24.042347] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-23T20:28:24.042401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:24.042434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:24.042462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:24.042520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:24.104110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:24.104993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:24.105089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:24.105133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:24.232908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:24.233068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:24.233108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:24.233138] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:24.236911] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-23T20:28:24.237239] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-23T20:28:24.237380] [INFO ] [sig       ] OCCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:24.392291] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OCCI.txt
[2025-12-23T20:28:24.392506] [INFO ] [sig       ] [2328/3557] Completed OCCI in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-23T20:28:24.392563] [INFO ] [sig       ] [2329/3557] Forecasting OCFC...
[2025-12-23T20:28:24.392615] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-23T20:28:24.392648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-23T20:28:24.405961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-23T20:28:24.406338] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-23T20:28:24.407235] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-23T20:28:24.407297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:24.407333] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:24.407360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:24.407420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:24.467876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:24.468768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:24.468853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:24.468888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:24.599657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:24.599838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:24.599879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:24.599910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:24.603725] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=38.42%)
[2025-12-23T20:28:24.604062] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-23T20:28:24.604237] [INFO ] [sig       ] OCFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:24.757671] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OCFC.txt
[2025-12-23T20:28:24.757835] [INFO ] [sig       ] [2329/3557] Completed OCFC in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-23T20:28:24.757878] [INFO ] [sig       ] [2330/3557] Forecasting OCGN...
[2025-12-23T20:28:24.757906] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-23T20:28:24.757938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-23T20:28:24.771161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-23T20:28:24.771608] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-23T20:28:24.772464] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-23T20:28:24.772528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:24.772603] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:24.772652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:24.772724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:24.836991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:24.837935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:24.838022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:24.838055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:24.965770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:24.965936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:24.965977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:24.966005] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:24.969963] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-23T20:28:24.970306] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-23T20:28:24.970461] [INFO ] [sig       ] OCGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:25.124519] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OCGN.txt
[2025-12-23T20:28:25.124699] [INFO ] [sig       ] [2330/3557] Completed OCGN in 0.4s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:25.124741] [INFO ] [sig       ] [2331/3557] Forecasting OCSL...
[2025-12-23T20:28:25.124774] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-23T20:28:25.124802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-23T20:28:25.136613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-23T20:28:25.136998] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-23T20:28:25.137804] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-23T20:28:25.137857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:25.137889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:25.137917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:25.137974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:25.198101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:25.199194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:25.199313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:25.199347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:25.322737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:25.322909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:25.322951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:25.322979] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:25.326402] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-23T20:28:25.326704] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-23T20:28:25.326838] [INFO ] [sig       ] OCSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:25.465133] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OCSL.txt
[2025-12-23T20:28:25.465285] [INFO ] [sig       ] [2331/3557] Completed OCSL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:25.465325] [INFO ] [sig       ] [2332/3557] Forecasting OCUL...
[2025-12-23T20:28:25.465356] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-23T20:28:25.465386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-23T20:28:25.476814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-23T20:28:25.477127] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-23T20:28:25.477913] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-23T20:28:25.477965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:25.477996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:25.478023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:25.478084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:25.533438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:25.534117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:25.534195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:25.534227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:25.654840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:25.654998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:25.655038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:25.655069] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:25.658387] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-23T20:28:25.658675] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-23T20:28:25.658800] [INFO ] [sig       ] OCUL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:25.797778] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OCUL.txt
[2025-12-23T20:28:25.797939] [INFO ] [sig       ] [2332/3557] Completed OCUL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:25.797980] [INFO ] [sig       ] [2333/3557] Forecasting ODC...
[2025-12-23T20:28:25.798012] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-23T20:28:25.798041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-23T20:28:25.809601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-23T20:28:25.810002] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-23T20:28:25.810800] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-23T20:28:25.810853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:25.810891] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:25.810917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:25.810972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:25.866809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:25.867679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:25.867762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:25.867794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:25.984562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:25.984777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:25.984818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:25.984847] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:25.988394] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-12-23T20:28:25.988770] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-23T20:28:25.988929] [INFO ] [sig       ] ODC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:26.128536] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ODC.txt
[2025-12-23T20:28:26.128719] [INFO ] [sig       ] [2333/3557] Completed ODC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:26.128760] [INFO ] [sig       ] [2334/3557] Forecasting ODD...
[2025-12-23T20:28:26.128790] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-23T20:28:26.128824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-23T20:28:26.140512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-23T20:28:26.140914] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-23T20:28:26.141764] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-23T20:28:26.141817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:26.141849] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:26.141876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:26.141932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:26.197061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:26.197944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:26.198039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:26.198070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:26.316839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:26.316999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:26.317037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:26.317066] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:26.320438] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-12-23T20:28:26.320732] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-23T20:28:26.320861] [INFO ] [sig       ] ODD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:26.459022] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ODD.txt
[2025-12-23T20:28:26.459201] [INFO ] [sig       ] [2334/3557] Completed ODD in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:26.459244] [INFO ] [sig       ] [2335/3557] Forecasting ODFL...
[2025-12-23T20:28:26.459274] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-23T20:28:26.459302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-23T20:28:26.470695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-23T20:28:26.471017] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-23T20:28:26.471805] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-23T20:28:26.471869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:26.471902] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:26.471927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:26.471982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:26.526985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:26.527687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:26.527762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:26.527794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:26.645191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:26.645342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:26.645381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:26.645410] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:26.648938] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-23T20:28:26.649232] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-23T20:28:26.649360] [INFO ] [sig       ] ODFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:26.789717] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ODFL.txt
[2025-12-23T20:28:26.789902] [INFO ] [sig       ] [2335/3557] Completed ODFL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:26.789946] [INFO ] [sig       ] [2336/3557] Forecasting OEC...
[2025-12-23T20:28:26.789976] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-23T20:28:26.790006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-23T20:28:26.801757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-23T20:28:26.802075] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-23T20:28:26.802852] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-23T20:28:26.802905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:26.802936] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:26.802963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:26.803019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:26.858982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:26.859828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:26.859908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:26.859939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:26.979099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:26.979283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:26.979324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:26.979352] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:26.982693] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-23T20:28:26.982961] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-23T20:28:26.983083] [INFO ] [sig       ] OEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:27.120372] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OEC.txt
[2025-12-23T20:28:27.120506] [INFO ] [sig       ] [2336/3557] Completed OEC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:27.120546] [INFO ] [sig       ] [2337/3557] Forecasting OESX...
[2025-12-23T20:28:27.120593] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-23T20:28:27.120626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-23T20:28:27.131278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-23T20:28:27.131639] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-23T20:28:27.132424] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-23T20:28:27.132476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:27.132507] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:27.132532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:27.132613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:27.188377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:27.189051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:27.189127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:27.189158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:27.299433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:27.299608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:27.299648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:27.299677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:27.303016] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-23T20:28:27.303284] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-23T20:28:27.303410] [INFO ] [sig       ] OESX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:27.440132] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OESX.txt
[2025-12-23T20:28:27.440272] [INFO ] [sig       ] [2337/3557] Completed OESX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:27.440310] [INFO ] [sig       ] [2338/3557] Forecasting OFG...
[2025-12-23T20:28:27.440340] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-23T20:28:27.440369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-23T20:28:27.451548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-23T20:28:27.451892] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-23T20:28:27.452667] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-23T20:28:27.452719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:27.452785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:27.452819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:27.452887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:27.508069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:27.508762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:27.508844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:27.508876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:27.626780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:27.626951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:27.626993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:27.627022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:27.630424] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-23T20:28:27.630714] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-23T20:28:27.630864] [INFO ] [sig       ] OFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:27.767042] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OFG.txt
[2025-12-23T20:28:27.767169] [INFO ] [sig       ] [2338/3557] Completed OFG in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:27.767214] [INFO ] [sig       ] [2339/3557] Forecasting OFIX...
[2025-12-23T20:28:27.767244] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-23T20:28:27.767273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-23T20:28:27.778800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-23T20:28:27.779118] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-23T20:28:27.779912] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-23T20:28:27.779964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:27.779995] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:27.780021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:27.780077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:27.834791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:27.835475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:27.835551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:27.835602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:27.954604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:27.954760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:27.954801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:27.954830] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:27.958133] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-12-23T20:28:27.958401] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-23T20:28:27.958524] [INFO ] [sig       ] OFIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:28.095160] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OFIX.txt
[2025-12-23T20:28:28.095292] [INFO ] [sig       ] [2339/3557] Completed OFIX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:28.095332] [INFO ] [sig       ] [2340/3557] Forecasting OFLX...
[2025-12-23T20:28:28.095363] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-23T20:28:28.095392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-23T20:28:28.106233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-23T20:28:28.106532] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-23T20:28:28.107309] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-23T20:28:28.107363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:28.107398] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:28.107423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:28.107478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:28.162165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:28.162834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:28.162910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:28.162941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:28.283192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:28.283335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:28.283373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:28.283400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:28.286863] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-23T20:28:28.287354] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-23T20:28:28.287479] [INFO ] [sig       ] OFLX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:28.427598] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OFLX.txt
[2025-12-23T20:28:28.427736] [INFO ] [sig       ] [2340/3557] Completed OFLX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:28.427775] [INFO ] [sig       ] [2341/3557] Forecasting OFS...
[2025-12-23T20:28:28.427804] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-23T20:28:28.427833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-23T20:28:28.438864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-23T20:28:28.439150] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-23T20:28:28.439939] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-23T20:28:28.439991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:28.440022] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:28.440049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:28.440109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:28.495124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:28.495801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:28.495878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:28.495910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:28.612771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:28.612916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:28.612956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:28.613020] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:28.616401] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-23T20:28:28.616694] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-23T20:28:28.616817] [INFO ] [sig       ] OFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:28.753154] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OFS.txt
[2025-12-23T20:28:28.753273] [INFO ] [sig       ] [2341/3557] Completed OFS in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:28.753311] [INFO ] [sig       ] [2342/3557] Forecasting OGE...
[2025-12-23T20:28:28.753339] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-23T20:28:28.753368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-23T20:28:28.764611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-23T20:28:28.764906] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-23T20:28:28.765668] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-23T20:28:28.765720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:28.765750] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:28.765777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:28.765832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:28.821280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:28.822080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:28.822160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:28.822192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:28.940421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:28.940610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:28.940669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:28.940700] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:28.944087] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-12-23T20:28:28.944365] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-23T20:28:28.944492] [INFO ] [sig       ] OGE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:29.082998] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OGE.txt
[2025-12-23T20:28:29.083129] [INFO ] [sig       ] [2342/3557] Completed OGE in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:29.083168] [INFO ] [sig       ] [2343/3557] Forecasting OGI...
[2025-12-23T20:28:29.083197] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-23T20:28:29.083227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-23T20:28:29.094475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-23T20:28:29.094798] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-23T20:28:29.095546] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-23T20:28:29.095619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:29.095651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:29.095678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:29.095734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:29.154359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:29.155098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:29.155184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:29.155220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:29.277480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:29.277675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:29.277717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:29.277747] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:29.281176] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-23T20:28:29.281444] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-23T20:28:29.281570] [INFO ] [sig       ] OGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:29.418619] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OGI.txt
[2025-12-23T20:28:29.418746] [INFO ] [sig       ] [2343/3557] Completed OGI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-23T20:28:29.418786] [INFO ] [sig       ] [2344/3557] Forecasting OGN...
[2025-12-23T20:28:29.418817] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-23T20:28:29.418850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-23T20:28:29.429977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-23T20:28:29.430270] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-23T20:28:29.431034] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-23T20:28:29.431086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:29.431117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:29.431144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:29.431200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:29.485963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:29.486613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:29.486705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:29.486738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:29.604537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:29.604700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:29.604740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:29.604770] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:29.608066] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-23T20:28:29.608339] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-23T20:28:29.608464] [INFO ] [sig       ] OGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:29.745053] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OGN.txt
[2025-12-23T20:28:29.745189] [INFO ] [sig       ] [2344/3557] Completed OGN in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-23T20:28:29.745229] [INFO ] [sig       ] [2345/3557] Forecasting OHI...
[2025-12-23T20:28:29.745258] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-23T20:28:29.745287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-23T20:28:29.756327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-23T20:28:29.756654] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-23T20:28:29.757402] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-23T20:28:29.757454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:29.757486] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:29.757512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:29.757592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:29.812661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:29.813279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:29.813355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:29.813387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:29.927114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:29.927267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:29.927309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:29.927338] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:29.933869] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-23T20:28:29.934177] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-23T20:28:29.934304] [INFO ] [sig       ] OHI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:30.070776] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OHI.txt
[2025-12-23T20:28:30.070918] [INFO ] [sig       ] [2345/3557] Completed OHI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-23T20:28:30.070960] [INFO ] [sig       ] [2346/3557] Forecasting OI...
[2025-12-23T20:28:30.070989] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-23T20:28:30.071019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-23T20:28:30.083438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-23T20:28:30.083876] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-23T20:28:30.084673] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-23T20:28:30.084726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:30.084771] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:30.084799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:30.084855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:30.140881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:30.141795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:30.141884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:30.141916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:30.259786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:30.259940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:30.259980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:30.260008] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:30.263344] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-23T20:28:30.263639] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-23T20:28:30.263766] [INFO ] [sig       ] OI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:30.403704] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OI.txt
[2025-12-23T20:28:30.403861] [INFO ] [sig       ] [2346/3557] Completed OI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-23T20:28:30.403901] [INFO ] [sig       ] [2347/3557] Forecasting OIA...
[2025-12-23T20:28:30.403930] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-23T20:28:30.403960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-23T20:28:30.415206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-23T20:28:30.415499] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-23T20:28:30.416271] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-23T20:28:30.416323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:30.416354] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:30.416380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:30.416434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:30.472380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:30.473056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:30.473132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:30.473164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:30.590313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:30.590466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:30.590505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:30.590534] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:30.593867] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-23T20:28:30.594135] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-23T20:28:30.594255] [INFO ] [sig       ] OIA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:30.732201] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OIA.txt
[2025-12-23T20:28:30.732332] [INFO ] [sig       ] [2347/3557] Completed OIA in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-23T20:28:30.732371] [INFO ] [sig       ] [2348/3557] Forecasting OII...
[2025-12-23T20:28:30.732400] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-23T20:28:30.732430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-23T20:28:30.743934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-23T20:28:30.744252] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-23T20:28:30.745056] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-23T20:28:30.745110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:30.745142] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:30.745170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:30.745226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:30.802948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:30.803797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:30.803878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:30.803944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:30.923986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:30.924140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:30.924181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:30.924210] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:30.927514] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-23T20:28:30.927799] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-23T20:28:30.927922] [INFO ] [sig       ] OII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:31.065480] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OII.txt
[2025-12-23T20:28:31.065632] [INFO ] [sig       ] [2348/3557] Completed OII in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:31.065674] [INFO ] [sig       ] [2349/3557] Forecasting OIS...
[2025-12-23T20:28:31.065703] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-23T20:28:31.065734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-23T20:28:31.077117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-23T20:28:31.077435] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-23T20:28:31.078203] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-23T20:28:31.078254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:31.078286] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:31.078313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:31.078369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:31.133687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:31.134388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:31.134465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:31.134497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:31.253595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:31.253763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:31.253808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:31.253839] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:31.257337] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-23T20:28:31.257622] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-23T20:28:31.257746] [INFO ] [sig       ] OIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:31.396750] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OIS.txt
[2025-12-23T20:28:31.396911] [INFO ] [sig       ] [2349/3557] Completed OIS in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:31.396950] [INFO ] [sig       ] [2350/3557] Forecasting OKE...
[2025-12-23T20:28:31.396980] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-23T20:28:31.397016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-23T20:28:31.408881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-23T20:28:31.409281] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-23T20:28:31.410077] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-23T20:28:31.410130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:31.410162] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:31.410189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:31.410244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:31.466224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:31.467100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:31.467183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:31.467218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:31.587921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:31.588079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:31.588120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:31.588149] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:31.591451] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-23T20:28:31.591737] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-23T20:28:31.591861] [INFO ] [sig       ] OKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:31.729646] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OKE.txt
[2025-12-23T20:28:31.729805] [INFO ] [sig       ] [2350/3557] Completed OKE in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:31.729849] [INFO ] [sig       ] [2351/3557] Forecasting OKTA...
[2025-12-23T20:28:31.729882] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-23T20:28:31.729910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-23T20:28:31.742168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-23T20:28:31.742621] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-23T20:28:31.743430] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-23T20:28:31.743483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:31.743513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:31.743539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:31.743611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:31.799546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:31.800425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:31.800510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:31.800542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:31.923854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:31.924015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:31.924054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:31.924082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:31.927541] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-23T20:28:31.927906] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-23T20:28:31.928047] [INFO ] [sig       ] OKTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:32.064773] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OKTA.txt
[2025-12-23T20:28:32.064945] [INFO ] [sig       ] [2351/3557] Completed OKTA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:32.064986] [INFO ] [sig       ] [2352/3557] Forecasting OKYO...
[2025-12-23T20:28:32.065017] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-23T20:28:32.065046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-23T20:28:32.076475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-23T20:28:32.076838] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-23T20:28:32.077624] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-23T20:28:32.077677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:32.077709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:32.077735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:32.077791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:32.134772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:32.135424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:32.135501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:32.135532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:32.251955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:32.252104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:32.252144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:32.252173] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:32.255706] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-12-23T20:28:32.256012] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-23T20:28:32.256143] [INFO ] [sig       ] OKYO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:32.403896] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OKYO.txt
[2025-12-23T20:28:32.404037] [INFO ] [sig       ] [2352/3557] Completed OKYO in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:32.404077] [INFO ] [sig       ] [2353/3557] Forecasting OLED...
[2025-12-23T20:28:32.404107] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-23T20:28:32.404136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-23T20:28:32.415706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-23T20:28:32.415989] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-23T20:28:32.416760] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-23T20:28:32.416812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:32.416843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:32.416870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:32.416925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:32.476119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:32.476852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:32.476933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:32.476966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:32.598218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:32.598367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:32.598408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:32.598477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:32.602011] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-12-23T20:28:32.602293] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-23T20:28:32.602421] [INFO ] [sig       ] OLED: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:32.745740] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OLED.txt
[2025-12-23T20:28:32.745898] [INFO ] [sig       ] [2353/3557] Completed OLED in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:32.745941] [INFO ] [sig       ] [2354/3557] Forecasting OLLI...
[2025-12-23T20:28:32.745971] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-23T20:28:32.746002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-23T20:28:32.757734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-23T20:28:32.758056] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-23T20:28:32.758838] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-23T20:28:32.758890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:32.758922] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:32.758948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:32.759003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:32.819592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:32.820492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:32.820607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:32.820643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:32.939261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:32.939404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:32.939443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:32.939472] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:32.942797] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-23T20:28:32.943065] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-23T20:28:32.943187] [INFO ] [sig       ] OLLI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:33.086746] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OLLI.txt
[2025-12-23T20:28:33.086874] [INFO ] [sig       ] [2354/3557] Completed OLLI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:33.086917] [INFO ] [sig       ] [2355/3557] Forecasting OLMA...
[2025-12-23T20:28:33.086947] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-23T20:28:33.086976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-23T20:28:33.098510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-23T20:28:33.098813] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-23T20:28:33.099568] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-23T20:28:33.099638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:33.099694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:33.099721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:33.099777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:33.156704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:33.157350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:33.157425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:33.157457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:33.283357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:33.283508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:33.283547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:33.283593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:33.286942] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-23T20:28:33.287206] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-23T20:28:33.287327] [INFO ] [sig       ] OLMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:33.428214] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OLMA.txt
[2025-12-23T20:28:33.428341] [INFO ] [sig       ] [2355/3557] Completed OLMA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:33.428380] [INFO ] [sig       ] [2356/3557] Forecasting OLN...
[2025-12-23T20:28:33.428410] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-23T20:28:33.428440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-23T20:28:33.440167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-23T20:28:33.440485] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-23T20:28:33.441276] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-23T20:28:33.441327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:33.441358] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:33.441384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:33.441439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:33.497885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:33.498698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:33.498785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:33.498835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:33.616531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:33.616706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:33.616749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:33.616780] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:33.620218] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-23T20:28:33.620489] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-23T20:28:33.620630] [INFO ] [sig       ] OLN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:33.763306] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OLN.txt
[2025-12-23T20:28:33.763438] [INFO ] [sig       ] [2356/3557] Completed OLN in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:33.763478] [INFO ] [sig       ] [2357/3557] Forecasting OLP...
[2025-12-23T20:28:33.763510] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-23T20:28:33.763540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-23T20:28:33.774937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-23T20:28:33.775225] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-23T20:28:33.776026] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-23T20:28:33.776080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:33.776114] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:33.776143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:33.776233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:33.833434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:33.834092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:33.834179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:33.834216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:33.953588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:33.953749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:33.953790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:33.953820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:33.957355] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-23T20:28:33.957657] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-23T20:28:33.957788] [INFO ] [sig       ] OLP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:34.156934] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OLP.txt
[2025-12-23T20:28:34.157070] [INFO ] [sig       ] [2357/3557] Completed OLP in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:34.157109] [INFO ] [sig       ] [2358/3557] Forecasting OLPX...
[2025-12-23T20:28:34.157139] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-23T20:28:34.157168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-23T20:28:34.168657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-23T20:28:34.168945] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-23T20:28:34.169757] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-23T20:28:34.169809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:34.169840] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:34.169866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:34.169921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:34.226290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:34.226896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:34.226986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:34.227025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:34.350949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:34.351104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:34.351143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:34.351204] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:34.354616] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=48.51%)
[2025-12-23T20:28:34.354887] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-23T20:28:34.355011] [INFO ] [sig       ] OLPX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:34.496193] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OLPX.txt
[2025-12-23T20:28:34.496322] [INFO ] [sig       ] [2358/3557] Completed OLPX in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:34.496360] [INFO ] [sig       ] [2359/3557] Forecasting OM...
[2025-12-23T20:28:34.496390] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-23T20:28:34.496419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-23T20:28:34.508007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-23T20:28:34.508324] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-23T20:28:34.509119] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-23T20:28:34.509210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:34.509249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:34.509278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:34.509343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:34.566495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:34.567096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:34.567171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:34.567203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:34.686687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:34.686837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:34.686876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:34.686909] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:34.690299] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-23T20:28:34.690591] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-23T20:28:34.690715] [INFO ] [sig       ] OM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:34.832290] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OM.txt
[2025-12-23T20:28:34.832447] [INFO ] [sig       ] [2359/3557] Completed OM in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:34.832489] [INFO ] [sig       ] [2360/3557] Forecasting OMAB...
[2025-12-23T20:28:34.832520] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-23T20:28:34.832551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-23T20:28:34.844664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-23T20:28:34.845031] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-23T20:28:34.845820] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-23T20:28:34.845874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:34.845911] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:34.845943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:34.846013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:34.902778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:34.903704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:34.903787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:34.903818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:35.024413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:35.024587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:35.024629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:35.024658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:35.028058] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-23T20:28:35.028343] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-23T20:28:35.028473] [INFO ] [sig       ] OMAB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:35.167174] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OMAB.txt
[2025-12-23T20:28:35.167333] [INFO ] [sig       ] [2360/3557] Completed OMAB in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:35.167374] [INFO ] [sig       ] [2361/3557] Forecasting OMC...
[2025-12-23T20:28:35.167403] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-23T20:28:35.167434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-23T20:28:35.178625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-23T20:28:35.178926] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-23T20:28:35.179721] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-23T20:28:35.179772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:35.179803] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:35.179828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:35.179884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:35.235136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:35.235892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:35.235970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:35.236003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:35.354547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:35.354711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:35.354751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:35.354780] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:35.358044] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-23T20:28:35.358309] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-23T20:28:35.358434] [INFO ] [sig       ] OMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:35.499377] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OMC.txt
[2025-12-23T20:28:35.499526] [INFO ] [sig       ] [2361/3557] Completed OMC in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-23T20:28:35.499585] [INFO ] [sig       ] [2362/3557] Forecasting OMCL...
[2025-12-23T20:28:35.499618] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-23T20:28:35.499649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-23T20:28:35.511284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-23T20:28:35.511628] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-23T20:28:35.512425] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-23T20:28:35.512479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:35.512512] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:35.512539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:35.512615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:35.569281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:35.569915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:35.569995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:35.570029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:35.693782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:35.693940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:35.693981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:35.694012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:35.697390] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-23T20:28:35.697679] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-23T20:28:35.697803] [INFO ] [sig       ] OMCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:35.840203] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OMCL.txt
[2025-12-23T20:28:35.840334] [INFO ] [sig       ] [2362/3557] Completed OMCL in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-23T20:28:35.840383] [INFO ] [sig       ] [2363/3557] Forecasting OMEX...
[2025-12-23T20:28:35.840413] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-23T20:28:35.840443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-23T20:28:35.852200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-23T20:28:35.852508] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-23T20:28:35.853295] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-23T20:28:35.853351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:35.853384] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:35.853413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:35.853470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:35.912710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:35.913397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:35.913476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:35.913510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:36.034296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:36.034435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:36.034474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:36.034505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:36.037852] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-23T20:28:36.038127] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-23T20:28:36.038253] [INFO ] [sig       ] OMEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:36.177148] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OMEX.txt
[2025-12-23T20:28:36.177285] [INFO ] [sig       ] [2363/3557] Completed OMEX in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-23T20:28:36.177323] [INFO ] [sig       ] [2364/3557] Forecasting OMF...
[2025-12-23T20:28:36.177354] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-23T20:28:36.177383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-23T20:28:36.188844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-23T20:28:36.189204] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-23T20:28:36.190030] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-23T20:28:36.190084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:36.190117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:36.190143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:36.190201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:36.246016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:36.246801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:36.246881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:36.246914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:36.369715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:36.369871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:36.369912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:36.369941] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:36.373300] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-23T20:28:36.373614] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-23T20:28:36.373745] [INFO ] [sig       ] OMF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:36.537595] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OMF.txt
[2025-12-23T20:28:36.537743] [INFO ] [sig       ] [2364/3557] Completed OMF in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-23T20:28:36.537786] [INFO ] [sig       ] [2365/3557] Forecasting OMI...
[2025-12-23T20:28:36.537817] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-23T20:28:36.537848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-23T20:28:36.550147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-23T20:28:36.550503] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-23T20:28:36.551409] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-23T20:28:36.551463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:36.551494] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:36.551523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:36.551630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:36.614257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:36.615020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:36.615134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:36.615168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:36.739874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:36.740039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:36.740082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:36.740112] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:36.743772] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-23T20:28:36.744131] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-23T20:28:36.744308] [INFO ] [sig       ] OMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:36.883321] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OMI.txt
[2025-12-23T20:28:36.883450] [INFO ] [sig       ] [2365/3557] Completed OMI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-23T20:28:36.883490] [INFO ] [sig       ] [2366/3557] Forecasting ON...
[2025-12-23T20:28:36.883520] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-23T20:28:36.883550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-23T20:28:36.896013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-23T20:28:36.896328] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-23T20:28:36.897126] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-23T20:28:36.897365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:36.897396] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:36.897422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:36.897477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:36.968744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:36.969666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:36.969753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:36.969785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:37.095670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:37.095825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:37.095882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:37.095912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:37.099221] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-23T20:28:37.099493] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-23T20:28:37.099634] [INFO ] [sig       ] ON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:37.235938] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ON.txt
[2025-12-23T20:28:37.236067] [INFO ] [sig       ] [2366/3557] Completed ON in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:37.236107] [INFO ] [sig       ] [2367/3557] Forecasting ONB...
[2025-12-23T20:28:37.236135] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-23T20:28:37.236164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-23T20:28:37.249125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-23T20:28:37.249443] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-23T20:28:37.250205] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-23T20:28:37.250257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:37.250288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:37.250314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:37.250369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:37.305654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:37.306274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:37.306349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:37.306381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:37.427914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:37.428075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:37.428116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:37.428144] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:37.431480] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=22.30%)
[2025-12-23T20:28:37.431765] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-23T20:28:37.431889] [INFO ] [sig       ] ONB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:37.568510] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONB.txt
[2025-12-23T20:28:37.568644] [INFO ] [sig       ] [2367/3557] Completed ONB in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:37.568684] [INFO ] [sig       ] [2368/3557] Forecasting ONCO...
[2025-12-23T20:28:37.568713] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-23T20:28:37.568741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-23T20:28:37.579668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-23T20:28:37.579948] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-23T20:28:37.580701] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-23T20:28:37.580754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:37.580785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:37.580812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:37.580868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:37.635889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:37.636513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:37.636605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:37.636639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:37.754832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:37.754988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:37.755029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:37.755057] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:37.758371] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-23T20:28:37.758655] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-23T20:28:37.758779] [INFO ] [sig       ] ONCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:37.895241] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONCO.txt
[2025-12-23T20:28:37.895383] [INFO ] [sig       ] [2368/3557] Completed ONCO in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:37.895424] [INFO ] [sig       ] [2369/3557] Forecasting ONDS...
[2025-12-23T20:28:37.895453] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-23T20:28:37.895482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-23T20:28:37.906439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-23T20:28:37.906728] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-23T20:28:37.907482] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-23T20:28:37.907535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:37.907583] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:37.907614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:37.907677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:37.963088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:37.963732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:37.963808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:37.963840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:38.080401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:38.080560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:38.080620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:38.080650] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:38.083987] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-23T20:28:38.084274] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-23T20:28:38.084404] [INFO ] [sig       ] ONDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:38.222237] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ONDS.txt
[2025-12-23T20:28:38.222377] [INFO ] [sig       ] [2369/3557] Completed ONDS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:38.222418] [INFO ] [sig       ] [2370/3557] Forecasting ONEQ...
[2025-12-23T20:28:38.222447] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-23T20:28:38.222477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-23T20:28:38.233594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-23T20:28:38.233880] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-23T20:28:38.234644] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-23T20:28:38.234696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:38.234738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:38.234767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:38.234823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:38.293203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:38.294037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:38.294123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:38.294157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:38.410647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:38.410804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:38.410844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:38.410873] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:38.414226] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-23T20:28:38.414493] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-23T20:28:38.414655] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:38.551723] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONEQ.txt
[2025-12-23T20:28:38.551876] [INFO ] [sig       ] [2370/3557] Completed ONEQ in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:38.551924] [INFO ] [sig       ] [2371/3557] Forecasting ONL...
[2025-12-23T20:28:38.551961] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-23T20:28:38.551992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-23T20:28:38.563323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-23T20:28:38.563646] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-23T20:28:38.564394] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-23T20:28:38.564445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:38.564478] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:38.564505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:38.564559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:38.620126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:38.620851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:38.620931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:38.620963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:38.739713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:38.739874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:38.739913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:38.739942] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:38.743322] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-23T20:28:38.743622] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-23T20:28:38.743771] [INFO ] [sig       ] ONL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:38.880929] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONL.txt
[2025-12-23T20:28:38.881054] [INFO ] [sig       ] [2371/3557] Completed ONL in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:38.881094] [INFO ] [sig       ] [2372/3557] Forecasting ONON...
[2025-12-23T20:28:38.881122] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-23T20:28:38.881151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-23T20:28:38.892607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-23T20:28:38.892917] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-23T20:28:38.893672] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-23T20:28:38.893724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:38.893811] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:38.893840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:38.893895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:38.949656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:38.950278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:38.950352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:38.950382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:39.071507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:39.071675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:39.071716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:39.071744] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:39.075101] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-23T20:28:39.075371] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-23T20:28:39.075492] [INFO ] [sig       ] ONON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:39.212937] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONON.txt
[2025-12-23T20:28:39.213094] [INFO ] [sig       ] [2372/3557] Completed ONON in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:39.213136] [INFO ] [sig       ] [2373/3557] Forecasting ONTF...
[2025-12-23T20:28:39.213165] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-23T20:28:39.213194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-23T20:28:39.225088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-23T20:28:39.225435] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-23T20:28:39.226255] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-23T20:28:39.226310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:39.226341] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:39.226367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:39.226424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:39.285326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:39.286226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:39.286308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:39.286340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:39.407273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:39.407418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:39.407459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:39.407488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:39.410834] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-23T20:28:39.411104] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-23T20:28:39.411226] [INFO ] [sig       ] ONTF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:39.549019] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ONTF.txt
[2025-12-23T20:28:39.549135] [INFO ] [sig       ] [2373/3557] Completed ONTF in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:39.549189] [INFO ] [sig       ] [2374/3557] Forecasting ONTO...
[2025-12-23T20:28:39.549228] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-23T20:28:39.549258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-23T20:28:39.561114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-23T20:28:39.561409] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-23T20:28:39.562178] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-23T20:28:39.562231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:39.562263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:39.562290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:39.562345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:39.619621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:39.620410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:39.620487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:39.620519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:39.739272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:39.739427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:39.739468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:39.739496] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:39.742813] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-23T20:28:39.743083] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-23T20:28:39.743206] [INFO ] [sig       ] ONTO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:39.883344] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ONTO.txt
[2025-12-23T20:28:39.883507] [INFO ] [sig       ] [2374/3557] Completed ONTO in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:39.883550] [INFO ] [sig       ] [2375/3557] Forecasting OOMA...
[2025-12-23T20:28:39.883597] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-23T20:28:39.883629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-23T20:28:39.895258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-23T20:28:39.895595] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-23T20:28:39.896336] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-23T20:28:39.896388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:39.896419] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:39.896444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:39.896499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:39.951436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:39.952136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:39.952232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:39.952265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:40.068402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:40.068565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:40.068622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:40.068703] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:40.072046] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-23T20:28:40.072319] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-23T20:28:40.072444] [INFO ] [sig       ] OOMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:40.209033] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OOMA.txt
[2025-12-23T20:28:40.209190] [INFO ] [sig       ] [2375/3557] Completed OOMA in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:40.209247] [INFO ] [sig       ] [2376/3557] Forecasting OPAD...
[2025-12-23T20:28:40.209279] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-23T20:28:40.209309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-23T20:28:40.285128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-23T20:28:40.285504] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-23T20:28:40.286292] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-23T20:28:40.286345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:40.286376] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:40.286402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:40.286458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:40.341611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:40.342459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:40.342539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:40.342589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:40.465440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:40.465606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:40.465648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:40.465675] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:40.468992] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-23T20:28:40.469281] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-23T20:28:40.469406] [INFO ] [sig       ] OPAD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:40.607121] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPAD.txt
[2025-12-23T20:28:40.607251] [INFO ] [sig       ] [2376/3557] Completed OPAD in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:40.607301] [INFO ] [sig       ] [2377/3557] Forecasting OPAL...
[2025-12-23T20:28:40.607331] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-23T20:28:40.607360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-23T20:28:40.619230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-23T20:28:40.619524] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-23T20:28:40.620286] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-23T20:28:40.620338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:40.620370] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:40.620396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:40.620452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:40.676099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:40.676734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:40.676810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:40.676841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:40.796278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:40.796418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:40.796455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:40.796500] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:40.799812] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-23T20:28:40.800085] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-23T20:28:40.800211] [INFO ] [sig       ] OPAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:40.937034] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPAL.txt
[2025-12-23T20:28:40.937185] [INFO ] [sig       ] [2377/3557] Completed OPAL in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:40.937231] [INFO ] [sig       ] [2378/3557] Forecasting OPBK...
[2025-12-23T20:28:40.937261] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-23T20:28:40.937290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-23T20:28:40.949496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-23T20:28:40.949877] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-23T20:28:40.950726] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-23T20:28:40.950781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:40.950814] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:40.950840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:40.950903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:41.008067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:41.009049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:41.009135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:41.009189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:41.134668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:41.134821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:41.134862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:41.134891] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:41.138434] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-23T20:28:41.138739] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-23T20:28:41.138870] [INFO ] [sig       ] OPBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:41.279820] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPBK.txt
[2025-12-23T20:28:41.279969] [INFO ] [sig       ] [2378/3557] Completed OPBK in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-23T20:28:41.280007] [INFO ] [sig       ] [2379/3557] Forecasting OPCH...
[2025-12-23T20:28:41.280038] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-23T20:28:41.280066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-23T20:28:41.291087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-23T20:28:41.291425] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-23T20:28:41.292245] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-23T20:28:41.292299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:41.292332] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:41.292360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:41.292417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:41.352947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:41.353860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:41.353983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:41.354018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:41.481459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:41.481630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:41.481674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:41.481702] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:41.485054] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-23T20:28:41.485319] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-23T20:28:41.485441] [INFO ] [sig       ] OPCH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:41.624029] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPCH.txt
[2025-12-23T20:28:41.624156] [INFO ] [sig       ] [2379/3557] Completed OPCH in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-23T20:28:41.624195] [INFO ] [sig       ] [2380/3557] Forecasting OPEN...
[2025-12-23T20:28:41.624224] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-23T20:28:41.624253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-23T20:28:41.635077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-23T20:28:41.635361] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-23T20:28:41.636140] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-23T20:28:41.636193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:41.636224] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:41.636251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:41.636306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:41.693643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:41.694337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:41.694417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:41.694450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:41.819155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:41.819329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:41.819369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:41.819396] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:41.822735] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-23T20:28:41.823003] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-23T20:28:41.823125] [INFO ] [sig       ] OPEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:41.964708] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPEN.txt
[2025-12-23T20:28:41.964843] [INFO ] [sig       ] [2380/3557] Completed OPEN in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-23T20:28:41.964883] [INFO ] [sig       ] [2381/3557] Forecasting OPFI...
[2025-12-23T20:28:41.964912] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-23T20:28:41.964942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-23T20:28:41.976527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-23T20:28:41.976870] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-23T20:28:41.977661] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-23T20:28:41.977720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:41.977755] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:41.977795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:41.977854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:42.036842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:42.037714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:42.037797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:42.037830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:42.158792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:42.158946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:42.158986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:42.159014] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:42.162496] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-23T20:28:42.162800] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-23T20:28:42.162932] [INFO ] [sig       ] OPFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:42.301886] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OPFI.txt
[2025-12-23T20:28:42.302027] [INFO ] [sig       ] [2381/3557] Completed OPFI in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-23T20:28:42.302067] [INFO ] [sig       ] [2382/3557] Forecasting OPK...
[2025-12-23T20:28:42.302096] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-23T20:28:42.302126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-23T20:28:42.313059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-23T20:28:42.313344] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-23T20:28:42.314104] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-23T20:28:42.314161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:42.314193] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:42.314220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:42.314280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:42.371171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:42.371905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:42.372015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:42.372056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:42.491468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:42.491637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:42.491683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:42.491714] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:42.495195] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-23T20:28:42.495477] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-23T20:28:42.495624] [INFO ] [sig       ] OPK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:42.634923] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPK.txt
[2025-12-23T20:28:42.635060] [INFO ] [sig       ] [2382/3557] Completed OPK in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-23T20:28:42.635100] [INFO ] [sig       ] [2383/3557] Forecasting OPP...
[2025-12-23T20:28:42.635131] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-23T20:28:42.635163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-23T20:28:42.646921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-23T20:28:42.647228] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-23T20:28:42.648030] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-23T20:28:42.648084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:42.648116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:42.648143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:42.648201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:42.705859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:42.706589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:42.706670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:42.706703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:42.826872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:42.827016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:42.827056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:42.827086] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:42.830553] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-23T20:28:42.830853] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-23T20:28:42.830982] [INFO ] [sig       ] OPP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:42.969867] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OPP.txt
[2025-12-23T20:28:42.970007] [INFO ] [sig       ] [2383/3557] Completed OPP in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-23T20:28:42.970047] [INFO ] [sig       ] [2384/3557] Forecasting OPRA...
[2025-12-23T20:28:42.970077] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-23T20:28:42.970106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-23T20:28:42.981561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-23T20:28:42.981898] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-23T20:28:42.982739] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-23T20:28:42.982793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:42.982825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:42.982853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:42.982909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:43.040422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:43.041205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:43.041284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:43.041317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:43.159125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:43.159308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:43.159348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:43.159376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:43.162812] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-23T20:28:43.163091] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-23T20:28:43.163219] [INFO ] [sig       ] OPRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:43.303140] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPRA.txt
[2025-12-23T20:28:43.303274] [INFO ] [sig       ] [2384/3557] Completed OPRA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:43.303313] [INFO ] [sig       ] [2385/3557] Forecasting OPRX...
[2025-12-23T20:28:43.303343] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-23T20:28:43.303379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-23T20:28:43.314544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-23T20:28:43.314881] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-23T20:28:43.315659] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-23T20:28:43.315710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:43.315742] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:43.315769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:43.315824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:43.371090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:43.371968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:43.372051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:43.372082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:43.490697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:43.490845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:43.490885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:43.490913] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:43.494196] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-23T20:28:43.494470] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-23T20:28:43.494610] [INFO ] [sig       ] OPRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:43.633769] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OPRX.txt
[2025-12-23T20:28:43.633975] [INFO ] [sig       ] [2385/3557] Completed OPRX in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:43.634021] [INFO ] [sig       ] [2386/3557] Forecasting OPTX...
[2025-12-23T20:28:43.634050] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-23T20:28:43.634078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-23T20:28:43.645325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-23T20:28:43.645657] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-23T20:28:43.646412] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-23T20:28:43.646463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:43.646494] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:43.646520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:43.646597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:43.703896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:43.704688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:43.704770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:43.704803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:43.822563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:43.822739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:43.822780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:43.822809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:43.826272] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-12-23T20:28:43.826553] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-23T20:28:43.826699] [INFO ] [sig       ] OPTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:43.963946] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OPTX.txt
[2025-12-23T20:28:43.964101] [INFO ] [sig       ] [2386/3557] Completed OPTX in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:43.964145] [INFO ] [sig       ] [2387/3557] Forecasting OPXS...
[2025-12-23T20:28:43.964175] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-23T20:28:43.964205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-23T20:28:43.975373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-23T20:28:43.975723] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-23T20:28:43.976487] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-23T20:28:43.976548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:43.976612] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:43.976643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:43.976699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:44.032097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:44.032842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:44.032919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:44.032951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:44.153654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:44.153817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:44.153863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:44.153893] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:44.157376] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-23T20:28:44.157671] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-23T20:28:44.157807] [INFO ] [sig       ] OPXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:44.298779] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OPXS.txt
[2025-12-23T20:28:44.298933] [INFO ] [sig       ] [2387/3557] Completed OPXS in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:44.298973] [INFO ] [sig       ] [2388/3557] Forecasting ORA...
[2025-12-23T20:28:44.299003] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-23T20:28:44.299032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-23T20:28:44.310178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-23T20:28:44.310500] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-23T20:28:44.311342] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-23T20:28:44.311396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:44.311429] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:44.311458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:44.311514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:44.369138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:44.369948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:44.370029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:44.370063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:44.495400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:44.495561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:44.495636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:44.495669] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:44.499245] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-12-23T20:28:44.499521] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-23T20:28:44.499665] [INFO ] [sig       ] ORA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:44.645987] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ORA.txt
[2025-12-23T20:28:44.646149] [INFO ] [sig       ] [2388/3557] Completed ORA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:44.646191] [INFO ] [sig       ] [2389/3557] Forecasting ORC...
[2025-12-23T20:28:44.646223] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-23T20:28:44.646255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-23T20:28:44.658285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-23T20:28:44.658736] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-23T20:28:44.659614] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-23T20:28:44.659667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:44.659744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:44.659774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:44.659831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:44.717749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:44.718628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:44.718712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:44.718744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:44.838415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:44.838589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:44.838634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:44.838664] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:44.842069] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-12-23T20:28:44.842360] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-23T20:28:44.842488] [INFO ] [sig       ] ORC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:44.985209] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ORC.txt
[2025-12-23T20:28:44.985391] [INFO ] [sig       ] [2389/3557] Completed ORC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:44.985441] [INFO ] [sig       ] [2390/3557] Forecasting ORGO...
[2025-12-23T20:28:44.985472] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-23T20:28:44.985503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-23T20:28:44.997496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-23T20:28:44.997848] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-23T20:28:44.998795] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-23T20:28:44.998850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:44.998886] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:44.998924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:44.999005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:45.059482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:45.060364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:45.060464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:45.060505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:45.183460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:45.183636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:45.183679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:45.183707] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:45.187166] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-23T20:28:45.187462] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-23T20:28:45.187607] [INFO ] [sig       ] ORGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:45.325670] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ORGO.txt
[2025-12-23T20:28:45.325805] [INFO ] [sig       ] [2390/3557] Completed ORGO in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:45.325845] [INFO ] [sig       ] [2391/3557] Forecasting ORIC...
[2025-12-23T20:28:45.325876] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-23T20:28:45.325904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-23T20:28:45.337409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-23T20:28:45.337733] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-23T20:28:45.338510] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-23T20:28:45.338563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:45.338634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:45.338664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:45.338726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:45.394498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:45.395198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:45.395277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:45.395310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:45.517516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:45.517688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:45.517729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:45.517756] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:45.521242] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-23T20:28:45.521539] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-23T20:28:45.521692] [INFO ] [sig       ] ORIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:45.660868] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ORIC.txt
[2025-12-23T20:28:45.661019] [INFO ] [sig       ] [2391/3557] Completed ORIC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:45.661059] [INFO ] [sig       ] [2392/3557] Forecasting ORKA...
[2025-12-23T20:28:45.661089] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-23T20:28:45.661119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-23T20:28:45.673846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-23T20:28:45.674279] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-23T20:28:45.675189] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-23T20:28:45.675247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:45.675280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:45.675307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:45.675379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:45.734644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:45.735562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:45.735676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:45.735709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:45.896139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:45.896313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:45.896356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:45.896636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:45.901096] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-23T20:28:45.901476] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-23T20:28:45.901878] [INFO ] [sig       ] ORKA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:46.083528] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ORKA.txt
[2025-12-23T20:28:46.083739] [INFO ] [sig       ] [2392/3557] Completed ORKA in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:46.083783] [INFO ] [sig       ] [2393/3557] Forecasting ORLY...
[2025-12-23T20:28:46.083814] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-23T20:28:46.083843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-23T20:28:46.100408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-23T20:28:46.100965] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-23T20:28:46.102230] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-23T20:28:46.102303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:46.102356] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:46.102404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:46.102497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:46.185835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:46.187089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:46.187265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:46.187323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:46.337270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:46.337461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:46.337512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:46.337547] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:46.341620] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-23T20:28:46.342109] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-23T20:28:46.342314] [INFO ] [sig       ] ORLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:46.568965] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ORLY.txt
[2025-12-23T20:28:46.569241] [INFO ] [sig       ] [2393/3557] Completed ORLY in 0.5s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:46.569312] [INFO ] [sig       ] [2394/3557] Forecasting ORMP...
[2025-12-23T20:28:46.569362] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-23T20:28:46.569415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-23T20:28:46.586360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-23T20:28:46.586909] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-23T20:28:46.588128] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-23T20:28:46.588247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:46.588303] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:46.588351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:46.588444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:46.665461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:46.666419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:46.666518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:46.666550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:46.838034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:46.838227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:46.838298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:46.838343] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:46.843378] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-23T20:28:46.843834] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-23T20:28:46.844042] [INFO ] [sig       ] ORMP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:47.001446] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ORMP.txt
[2025-12-23T20:28:47.001633] [INFO ] [sig       ] [2394/3557] Completed ORMP in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:47.001677] [INFO ] [sig       ] [2395/3557] Forecasting ORN...
[2025-12-23T20:28:47.001707] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-23T20:28:47.001738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-23T20:28:47.014241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-23T20:28:47.014705] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-23T20:28:47.015665] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-23T20:28:47.015731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:47.015765] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:47.015792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:47.015850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:47.076802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:47.077759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:47.077864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:47.077899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:47.210791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:47.210959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:47.211003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:47.211034] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:47.214942] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-12-23T20:28:47.215307] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-23T20:28:47.215463] [INFO ] [sig       ] ORN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:47.370313] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ORN.txt
[2025-12-23T20:28:47.370471] [INFO ] [sig       ] [2395/3557] Completed ORN in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:47.370513] [INFO ] [sig       ] [2396/3557] Forecasting ORRF...
[2025-12-23T20:28:47.370543] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-23T20:28:47.370590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-23T20:28:47.385777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-23T20:28:47.386284] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-23T20:28:47.387478] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-23T20:28:47.387560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:47.387651] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:47.387691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:47.387774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:47.454891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:47.455766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:47.455851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:47.455885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:47.579759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:47.579916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:47.579956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:47.579985] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:47.583366] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-23T20:28:47.583696] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-23T20:28:47.583846] [INFO ] [sig       ] ORRF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:47.731671] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ORRF.txt
[2025-12-23T20:28:47.731831] [INFO ] [sig       ] [2396/3557] Completed ORRF in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-23T20:28:47.731873] [INFO ] [sig       ] [2397/3557] Forecasting OS...
[2025-12-23T20:28:47.731902] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-23T20:28:47.731932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-23T20:28:47.743565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-23T20:28:47.743959] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-23T20:28:47.744751] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-23T20:28:47.744802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:47.744834] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:47.744861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:47.744916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:47.806320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:47.807232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:47.807318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:47.807350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:47.932601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:47.932757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:47.932799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:47.932829] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:47.936842] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-23T20:28:47.937234] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-23T20:28:47.937422] [INFO ] [sig       ] OS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:48.093224] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OS.txt
[2025-12-23T20:28:48.093371] [INFO ] [sig       ] [2397/3557] Completed OS in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-23T20:28:48.093419] [INFO ] [sig       ] [2398/3557] Forecasting OSBC...
[2025-12-23T20:28:48.093449] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-23T20:28:48.093479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-23T20:28:48.105173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-23T20:28:48.105451] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-23T20:28:48.106220] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-23T20:28:48.106272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:48.106304] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:48.106330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:48.106386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:48.164550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:48.165426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:48.165510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:48.165544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:48.290346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:48.290505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:48.290547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:48.290593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:48.295113] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-23T20:28:48.295526] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-23T20:28:48.295724] [INFO ] [sig       ] OSBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:48.443971] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OSBC.txt
[2025-12-23T20:28:48.444122] [INFO ] [sig       ] [2398/3557] Completed OSBC in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-23T20:28:48.444163] [INFO ] [sig       ] [2399/3557] Forecasting OSIS...
[2025-12-23T20:28:48.444192] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-23T20:28:48.444223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-23T20:28:48.456390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-23T20:28:48.456731] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-23T20:28:48.457476] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-23T20:28:48.457529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:48.457560] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:48.457608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:48.457665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:48.512533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:48.513135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:48.513236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:48.513269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:48.630753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:48.630891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:48.630931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:48.630960] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:48.634186] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-23T20:28:48.634471] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-23T20:28:48.634612] [INFO ] [sig       ] OSIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:48.770874] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OSIS.txt
[2025-12-23T20:28:48.770986] [INFO ] [sig       ] [2399/3557] Completed OSIS in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-23T20:28:48.771024] [INFO ] [sig       ] [2400/3557] Forecasting OSPN...
[2025-12-23T20:28:48.771053] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-23T20:28:48.771082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-23T20:28:48.782352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-23T20:28:48.782640] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-23T20:28:48.783378] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-23T20:28:48.783428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:48.783460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:48.783486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:48.783541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:48.838984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:48.839609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:48.839684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:48.839715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:48.957538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:48.957682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:48.957721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:48.957748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:48.961167] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=22.30%)
[2025-12-23T20:28:48.961445] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-23T20:28:48.961565] [INFO ] [sig       ] OSPN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:49.099708] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OSPN.txt
[2025-12-23T20:28:49.099823] [INFO ] [sig       ] [2400/3557] Completed OSPN in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:49.099864] [INFO ] [sig       ] [2401/3557] Forecasting OSS...
[2025-12-23T20:28:49.099898] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-23T20:28:49.099929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-23T20:28:49.110966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-23T20:28:49.111234] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-23T20:28:49.112004] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-23T20:28:49.112056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:49.112086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:49.112112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:49.112168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:49.168306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:49.168916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:49.168990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:49.169022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:49.287408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:49.287528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:49.287600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:49.287631] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:49.291064] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-23T20:28:49.291356] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-23T20:28:49.291508] [INFO ] [sig       ] OSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:49.431945] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OSS.txt
[2025-12-23T20:28:49.432071] [INFO ] [sig       ] [2401/3557] Completed OSS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:49.432111] [INFO ] [sig       ] [2402/3557] Forecasting OTEX...
[2025-12-23T20:28:49.432140] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-23T20:28:49.432169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-23T20:28:49.443345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-23T20:28:49.443746] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-23T20:28:49.444652] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-23T20:28:49.444706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:49.444740] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:49.444767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:49.444823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:49.501487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:49.502360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:49.502459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:49.502492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:49.626177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:49.626336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:49.626376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:49.626407] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:49.629772] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2025-12-23T20:28:49.630047] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-23T20:28:49.630169] [INFO ] [sig       ] OTEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:49.770274] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OTEX.txt
[2025-12-23T20:28:49.770448] [INFO ] [sig       ] [2402/3557] Completed OTEX in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:49.770501] [INFO ] [sig       ] [2403/3557] Forecasting OTIS...
[2025-12-23T20:28:49.770541] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-23T20:28:49.770602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-23T20:28:49.782187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-23T20:28:49.782496] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-23T20:28:49.783315] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-23T20:28:49.783369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:49.783402] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:49.783430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:49.783487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:49.839373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:49.840066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:49.840140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:49.840172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:49.958249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:49.958372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:49.958409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:49.958437] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:49.961734] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-23T20:28:49.961998] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-23T20:28:49.962119] [INFO ] [sig       ] OTIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:50.101026] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OTIS.txt
[2025-12-23T20:28:50.101155] [INFO ] [sig       ] [2403/3557] Completed OTIS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:50.101194] [INFO ] [sig       ] [2404/3557] Forecasting OTLY...
[2025-12-23T20:28:50.101223] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-23T20:28:50.101254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-23T20:28:50.116434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-23T20:28:50.116861] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-23T20:28:50.117724] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-23T20:28:50.117777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:50.117809] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:50.117836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:50.117892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:50.173969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:50.174595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:50.174671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:50.174702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:50.291633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:50.291777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:50.291816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:50.291844] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:50.295111] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-23T20:28:50.295376] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-23T20:28:50.295500] [INFO ] [sig       ] OTLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:50.432900] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OTLY.txt
[2025-12-23T20:28:50.433029] [INFO ] [sig       ] [2404/3557] Completed OTLY in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:50.433068] [INFO ] [sig       ] [2405/3557] Forecasting OVID...
[2025-12-23T20:28:50.433097] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-23T20:28:50.433125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-23T20:28:50.444762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-23T20:28:50.445078] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-23T20:28:50.445910] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-23T20:28:50.445965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:50.446010] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:50.446039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:50.446096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:50.502418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:50.503248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:50.503326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:50.503359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:50.618685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:50.618811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:50.618851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:50.618880] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:50.622119] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-23T20:28:50.622387] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-23T20:28:50.622508] [INFO ] [sig       ] OVID: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:50.758871] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OVID.txt
[2025-12-23T20:28:50.758994] [INFO ] [sig       ] [2405/3557] Completed OVID in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:50.759032] [INFO ] [sig       ] [2406/3557] Forecasting OVLY...
[2025-12-23T20:28:50.759061] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-23T20:28:50.759090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-23T20:28:50.768900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-23T20:28:50.769226] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-23T20:28:50.770006] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-23T20:28:50.770058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:50.770123] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:50.770152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:50.770207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:50.825227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:50.825883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:50.825959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:50.825990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:50.919424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:50.919543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:50.919597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:50.919628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:50.922863] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-23T20:28:50.923124] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-23T20:28:50.923245] [INFO ] [sig       ] OVLY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:51.064202] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OVLY.txt
[2025-12-23T20:28:51.064316] [INFO ] [sig       ] [2406/3557] Completed OVLY in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:51.064353] [INFO ] [sig       ] [2407/3557] Forecasting OWL...
[2025-12-23T20:28:51.064383] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-23T20:28:51.064413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-23T20:28:51.075871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-23T20:28:51.076167] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-23T20:28:51.076949] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-23T20:28:51.077001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:51.077032] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:51.077059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:51.077119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:51.133632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:51.134250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:51.134336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:51.134371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:51.252583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:51.252708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:51.252747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:51.252775] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:51.255989] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-23T20:28:51.256253] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-23T20:28:51.256372] [INFO ] [sig       ] OWL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:51.398474] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OWL.txt
[2025-12-23T20:28:51.398619] [INFO ] [sig       ] [2407/3557] Completed OWL in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:51.398660] [INFO ] [sig       ] [2408/3557] Forecasting OXLC...
[2025-12-23T20:28:51.398688] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-23T20:28:51.398717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-23T20:28:51.409802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-23T20:28:51.410083] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-23T20:28:51.410850] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-23T20:28:51.410902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:51.410935] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:51.410961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:51.411017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:51.467360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:51.467970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:51.468045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:51.468077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:51.586070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:51.586201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:51.586238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:51.586266] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:51.589545] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-23T20:28:51.589828] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-23T20:28:51.589948] [INFO ] [sig       ] OXLC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:51.727132] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OXLC.txt
[2025-12-23T20:28:51.727255] [INFO ] [sig       ] [2408/3557] Completed OXLC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:51.727301] [INFO ] [sig       ] [2409/3557] Forecasting OXM...
[2025-12-23T20:28:51.727332] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-23T20:28:51.727362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-23T20:28:51.739390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-23T20:28:51.739730] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-23T20:28:51.740535] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-23T20:28:51.740606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:51.740638] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:51.740663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:51.740717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:51.796305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:51.796977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:51.797058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:51.797089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:51.916933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:51.917102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:51.917141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:51.917208] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:51.920690] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-23T20:28:51.920975] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-23T20:28:51.921104] [INFO ] [sig       ] OXM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:52.061494] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OXM.txt
[2025-12-23T20:28:52.061697] [INFO ] [sig       ] [2409/3557] Completed OXM in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:52.061745] [INFO ] [sig       ] [2410/3557] Forecasting OXSQ...
[2025-12-23T20:28:52.061774] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-23T20:28:52.061804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-23T20:28:52.073907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-23T20:28:52.074262] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-23T20:28:52.075043] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-23T20:28:52.075096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:52.075127] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:52.075154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:52.075209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:52.133272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:52.134126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:52.134211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:52.134245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:52.255634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:52.255775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:52.255815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:52.255843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:52.259232] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-23T20:28:52.259515] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-23T20:28:52.259677] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:52.398145] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OXSQ.txt
[2025-12-23T20:28:52.398271] [INFO ] [sig       ] [2410/3557] Completed OXSQ in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:52.398311] [INFO ] [sig       ] [2411/3557] Forecasting OZEM...
[2025-12-23T20:28:52.398339] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-23T20:28:52.398371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-23T20:28:52.408959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-23T20:28:52.409315] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-23T20:28:52.410095] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-23T20:28:52.410148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:52.410179] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:52.410205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:52.410261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:52.471273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:52.472095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:52.472197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:52.472231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:52.579479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:52.579638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:52.579679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:52.579708] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:52.583144] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-23T20:28:52.583425] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-23T20:28:52.583552] [INFO ] [sig       ] OZEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:52.722781] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/OZEM.txt
[2025-12-23T20:28:52.722911] [INFO ] [sig       ] [2411/3557] Completed OZEM in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:52.722948] [INFO ] [sig       ] [2412/3557] Forecasting OZK...
[2025-12-23T20:28:52.722978] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-23T20:28:52.723008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-23T20:28:52.734607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-23T20:28:52.734879] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-23T20:28:52.735695] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-23T20:28:52.735750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:52.735781] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:52.735807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:52.735881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:52.793495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:52.794199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:52.794280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:52.794313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:52.915338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:52.915490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:52.915531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:52.915593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:52.918902] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-12-23T20:28:52.919195] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-23T20:28:52.919323] [INFO ] [sig       ] OZK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:53.059380] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OZK.txt
[2025-12-23T20:28:53.059512] [INFO ] [sig       ] [2412/3557] Completed OZK in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:53.059553] [INFO ] [sig       ] [2413/3557] Forecasting OZKAP...
[2025-12-23T20:28:53.059601] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-23T20:28:53.059633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-23T20:28:53.070852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-23T20:28:53.071120] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-23T20:28:53.071915] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-23T20:28:53.071967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:53.071998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:53.072025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:53.072080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:53.129873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:53.130550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:53.130645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:53.130680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:53.245440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:53.245601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:53.245642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:53.245672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:53.249115] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-23T20:28:53.249415] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-23T20:28:53.249542] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:53.392918] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/OZKAP.txt
[2025-12-23T20:28:53.393069] [INFO ] [sig       ] [2413/3557] Completed OZKAP in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-23T20:28:53.393109] [INFO ] [sig       ] [2414/3557] Forecasting PAA...
[2025-12-23T20:28:53.393139] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-23T20:28:53.393168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-23T20:28:53.405341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-23T20:28:53.405763] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-23T20:28:53.406561] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-23T20:28:53.406631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:53.406664] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:53.406691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:53.406746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:53.463199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:53.464134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:53.464250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:53.464285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:53.581982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:53.582143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:53.582183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:53.582210] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:53.585623] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=62.27%)
[2025-12-23T20:28:53.585933] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-23T20:28:53.586066] [INFO ] [sig       ] PAA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:53.727320] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAA.txt
[2025-12-23T20:28:53.727478] [INFO ] [sig       ] [2414/3557] Completed PAA in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-23T20:28:53.727519] [INFO ] [sig       ] [2415/3557] Forecasting PAAS...
[2025-12-23T20:28:53.727548] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-23T20:28:53.727598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-23T20:28:53.739329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-23T20:28:53.739764] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-23T20:28:53.740623] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-23T20:28:53.740678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:53.740711] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:53.740738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:53.740796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:53.797297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:53.798131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:53.798212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:53.798244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:53.922059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:53.922220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:53.922260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:53.922288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:53.925699] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-23T20:28:53.926011] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-23T20:28:53.926144] [INFO ] [sig       ] PAAS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:54.067233] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAAS.txt
[2025-12-23T20:28:54.067381] [INFO ] [sig       ] [2415/3557] Completed PAAS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-23T20:28:54.067422] [INFO ] [sig       ] [2416/3557] Forecasting PAC...
[2025-12-23T20:28:54.067452] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-23T20:28:54.067481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-23T20:28:54.079133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-23T20:28:54.079490] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-23T20:28:54.080264] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-23T20:28:54.080317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:54.080360] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:54.080389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:54.080445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:54.136291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:54.136964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:54.137067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:54.137099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:54.257808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:54.257962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:54.258001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:54.258030] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:54.261370] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-12-23T20:28:54.261666] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-23T20:28:54.261789] [INFO ] [sig       ] PAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:54.400003] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAC.txt
[2025-12-23T20:28:54.400134] [INFO ] [sig       ] [2416/3557] Completed PAC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-23T20:28:54.400174] [INFO ] [sig       ] [2417/3557] Forecasting PACB...
[2025-12-23T20:28:54.400204] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-23T20:28:54.400232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-23T20:28:54.411318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-23T20:28:54.411632] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-23T20:28:54.412371] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-23T20:28:54.412422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:54.412454] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:54.412481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:54.412536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:54.469030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:54.469710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:54.469788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:54.469825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:54.587150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:54.587306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:54.587346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:54.587375] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:54.590773] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-23T20:28:54.591061] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-23T20:28:54.591195] [INFO ] [sig       ] PACB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:54.729524] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PACB.txt
[2025-12-23T20:28:54.729677] [INFO ] [sig       ] [2417/3557] Completed PACB in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-23T20:28:54.729718] [INFO ] [sig       ] [2418/3557] Forecasting PACK...
[2025-12-23T20:28:54.729747] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-23T20:28:54.729776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-23T20:28:54.742054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-23T20:28:54.742424] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-23T20:28:54.743198] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-23T20:28:54.743250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:54.743281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:54.743308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:54.743365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:54.799483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:54.800369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:54.800475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:54.800510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:54.923003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:54.923158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:54.923199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:54.923227] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:54.926518] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-23T20:28:54.926800] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-23T20:28:54.926922] [INFO ] [sig       ] PACK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:55.065295] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PACK.txt
[2025-12-23T20:28:55.065409] [INFO ] [sig       ] [2418/3557] Completed PACK in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:55.065447] [INFO ] [sig       ] [2419/3557] Forecasting PAGP...
[2025-12-23T20:28:55.065476] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-23T20:28:55.065505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-23T20:28:55.078949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-23T20:28:55.079407] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-23T20:28:55.080415] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-23T20:28:55.080484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:55.080533] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:55.080592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:55.080675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:55.148288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:55.149339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:55.149436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:55.149477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:55.283968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:55.284133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:55.284176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:55.284208] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:55.287994] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-12-23T20:28:55.288314] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-23T20:28:55.288498] [INFO ] [sig       ] PAGP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:55.437839] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAGP.txt
[2025-12-23T20:28:55.438049] [INFO ] [sig       ] [2419/3557] Completed PAGP in 0.4s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:55.438093] [INFO ] [sig       ] [2420/3557] Forecasting PAGS...
[2025-12-23T20:28:55.438130] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-23T20:28:55.438161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-23T20:28:55.450005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-23T20:28:55.450311] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-23T20:28:55.451096] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-23T20:28:55.451148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:55.451180] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:55.451206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:55.451262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:55.508679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:55.509448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:55.509529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:55.509560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:55.629276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:55.629427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:55.629475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:55.629503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:55.632893] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-12-23T20:28:55.633174] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-23T20:28:55.633303] [INFO ] [sig       ] PAGS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:55.772903] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAGS.txt
[2025-12-23T20:28:55.773066] [INFO ] [sig       ] [2420/3557] Completed PAGS in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:55.773108] [INFO ] [sig       ] [2421/3557] Forecasting PAHC...
[2025-12-23T20:28:55.773137] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-23T20:28:55.773168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-23T20:28:55.784443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-23T20:28:55.784822] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-23T20:28:55.785636] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-23T20:28:55.785690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:55.785721] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:55.785748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:55.785804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:55.843686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:55.844521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:55.844631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:55.844664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:55.963443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:55.963624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:55.963669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:55.963699] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:55.967132] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-23T20:28:55.967458] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-23T20:28:55.967801] [INFO ] [sig       ] PAHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:56.118912] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAHC.txt
[2025-12-23T20:28:56.119058] [INFO ] [sig       ] [2421/3557] Completed PAHC in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:56.119099] [INFO ] [sig       ] [2422/3557] Forecasting PAL...
[2025-12-23T20:28:56.119128] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-23T20:28:56.119157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-23T20:28:56.131090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-23T20:28:56.131414] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-23T20:28:56.132209] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-23T20:28:56.132262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:56.132295] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:56.132324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:56.132399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:56.197773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:56.198635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:56.198717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:56.198749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:56.314344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:56.314497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:56.314538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:56.314585] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:56.317933] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-23T20:28:56.318208] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-23T20:28:56.318330] [INFO ] [sig       ] PAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:56.459957] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAL.txt
[2025-12-23T20:28:56.460128] [INFO ] [sig       ] [2422/3557] Completed PAL in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:56.460171] [INFO ] [sig       ] [2423/3557] Forecasting PAM...
[2025-12-23T20:28:56.460200] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-23T20:28:56.460228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-23T20:28:56.471855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-23T20:28:56.472172] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-23T20:28:56.472950] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-23T20:28:56.473002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:56.473068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:56.473098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:56.473154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:56.530031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:56.530979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:56.531083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:56.531118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:56.650275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:56.650433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:56.650479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:56.650533] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:56.653900] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-23T20:28:56.654171] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-23T20:28:56.654295] [INFO ] [sig       ] PAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:56.792737] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAM.txt
[2025-12-23T20:28:56.792879] [INFO ] [sig       ] [2423/3557] Completed PAM in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:56.792919] [INFO ] [sig       ] [2424/3557] Forecasting PANL...
[2025-12-23T20:28:56.792947] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-23T20:28:56.792977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-23T20:28:56.804326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-23T20:28:56.804643] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-23T20:28:56.805458] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-23T20:28:56.805510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:56.805540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:56.805586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:56.805645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:56.861464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:56.862213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:56.862292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:56.862324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:56.990030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:56.990183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:56.990224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:56.990252] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:56.993670] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-23T20:28:56.993953] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-23T20:28:56.994079] [INFO ] [sig       ] PANL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:57.133260] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PANL.txt
[2025-12-23T20:28:57.133423] [INFO ] [sig       ] [2424/3557] Completed PANL in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:57.133466] [INFO ] [sig       ] [2425/3557] Forecasting PASG...
[2025-12-23T20:28:57.133496] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-23T20:28:57.133525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-23T20:28:57.145296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-23T20:28:57.145716] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-23T20:28:57.146524] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-23T20:28:57.146599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:57.146634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:57.146661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:57.146717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:57.206526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:57.207506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:57.207624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:57.207681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:57.322612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:57.322760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:57.322799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:57.322826] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:57.326127] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-23T20:28:57.326393] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-23T20:28:57.326515] [INFO ] [sig       ] PASG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:57.469026] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PASG.txt
[2025-12-23T20:28:57.469159] [INFO ] [sig       ] [2425/3557] Completed PASG in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:57.469222] [INFO ] [sig       ] [2426/3557] Forecasting PATH...
[2025-12-23T20:28:57.469263] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-23T20:28:57.469300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-23T20:28:57.481879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-23T20:28:57.482282] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-23T20:28:57.483137] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-23T20:28:57.483191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:57.483223] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:57.483249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:57.483306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:57.540622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:57.541487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:57.541591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:57.541627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:57.664197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:57.664325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:57.664366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:57.664445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:57.667910] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-23T20:28:57.668183] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-23T20:28:57.668309] [INFO ] [sig       ] PATH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:57.810229] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PATH.txt
[2025-12-23T20:28:57.810355] [INFO ] [sig       ] [2426/3557] Completed PATH in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:57.810393] [INFO ] [sig       ] [2427/3557] Forecasting PATK...
[2025-12-23T20:28:57.810424] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-23T20:28:57.810454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-23T20:28:57.821795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-23T20:28:57.822097] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-23T20:28:57.822935] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-23T20:28:57.822988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:57.823021] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:57.823048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:57.823115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:57.881688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:57.882336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:57.882414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:57.882447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:57.999352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:57.999502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:57.999548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:57.999602] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:58.002870] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=43.55%)
[2025-12-23T20:28:58.003136] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-23T20:28:58.003255] [INFO ] [sig       ] PATK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:58.141630] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PATK.txt
[2025-12-23T20:28:58.141803] [INFO ] [sig       ] [2427/3557] Completed PATK in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:58.141842] [INFO ] [sig       ] [2428/3557] Forecasting PAX...
[2025-12-23T20:28:58.141872] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-23T20:28:58.141901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-23T20:28:58.153399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-23T20:28:58.153769] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-23T20:28:58.154531] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-23T20:28:58.154601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:58.154635] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:58.154662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:58.154718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:58.211426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:58.212286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:58.212366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:58.212398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:58.330175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:58.330332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:58.330371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:58.330402] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:58.333752] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-23T20:28:58.334026] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-23T20:28:58.334151] [INFO ] [sig       ] PAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:58.476289] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAX.txt
[2025-12-23T20:28:58.476491] [INFO ] [sig       ] [2428/3557] Completed PAX in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:58.476542] [INFO ] [sig       ] [2429/3557] Forecasting PAXS...
[2025-12-23T20:28:58.476604] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-23T20:28:58.476643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-23T20:28:58.488764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-23T20:28:58.489070] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-23T20:28:58.489903] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-23T20:28:58.489967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:58.490004] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:58.490033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:58.490093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:58.546757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:58.547349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:58.547460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:58.547498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:58.662882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:58.663004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:58.663041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:58.663068] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:58.666266] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-12-23T20:28:58.666543] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-23T20:28:58.666682] [INFO ] [sig       ] PAXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:58.804762] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAXS.txt
[2025-12-23T20:28:58.804878] [INFO ] [sig       ] [2429/3557] Completed PAXS in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:58.804917] [INFO ] [sig       ] [2430/3557] Forecasting PAY...
[2025-12-23T20:28:58.804945] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-23T20:28:58.804974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-23T20:28:58.816070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-23T20:28:58.816389] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-23T20:28:58.817240] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-23T20:28:58.817294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:58.817327] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:58.817355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:58.817411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:58.873009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:58.873604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:58.873678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:58.873709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:58.988330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:58.988460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:58.988499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:58.988531] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:58.991877] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-23T20:28:58.992146] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-23T20:28:58.992269] [INFO ] [sig       ] PAY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:28:59.128774] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PAY.txt
[2025-12-23T20:28:59.128891] [INFO ] [sig       ] [2430/3557] Completed PAY in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-23T20:28:59.128929] [INFO ] [sig       ] [2431/3557] Forecasting PAYC...
[2025-12-23T20:28:59.128958] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-23T20:28:59.128987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-23T20:28:59.140618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-23T20:28:59.140909] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-23T20:28:59.141706] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-23T20:28:59.141759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:59.141791] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:59.141819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:59.141874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:59.198003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:59.198591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:59.198666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:59.198697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:59.318087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:59.318206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:59.318249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:59.318278] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:59.321711] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-23T20:28:59.321982] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-23T20:28:59.322103] [INFO ] [sig       ] PAYC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:59.461110] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAYC.txt
[2025-12-23T20:28:59.461259] [INFO ] [sig       ] [2431/3557] Completed PAYC in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-23T20:28:59.461301] [INFO ] [sig       ] [2432/3557] Forecasting PAYO...
[2025-12-23T20:28:59.461330] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-23T20:28:59.461358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-23T20:28:59.473148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-23T20:28:59.473426] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-23T20:28:59.474197] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-23T20:28:59.474249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:59.474279] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:59.474305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:59.474360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:59.529797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:59.530390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:59.530465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:59.530498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:59.651632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:59.651762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:59.651798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:59.651827] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:59.654986] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-23T20:28:59.655249] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-23T20:28:59.655370] [INFO ] [sig       ] PAYO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:28:59.794009] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAYO.txt
[2025-12-23T20:28:59.794128] [INFO ] [sig       ] [2432/3557] Completed PAYO in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-23T20:28:59.794167] [INFO ] [sig       ] [2433/3557] Forecasting PAYS...
[2025-12-23T20:28:59.794197] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-23T20:28:59.794226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-23T20:28:59.805332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-23T20:28:59.805628] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-23T20:28:59.806362] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-23T20:28:59.806413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:28:59.806444] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:28:59.806471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:28:59.806526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:28:59.862657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:28:59.863240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:28:59.863338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:28:59.863371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:28:59.980427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:28:59.980552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:28:59.980609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:28:59.980639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:28:59.983836] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-23T20:28:59.984098] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-23T20:28:59.984218] [INFO ] [sig       ] PAYS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:00.121409] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAYS.txt
[2025-12-23T20:29:00.121563] [INFO ] [sig       ] [2433/3557] Completed PAYS in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-23T20:29:00.121626] [INFO ] [sig       ] [2434/3557] Forecasting PAYX...
[2025-12-23T20:29:00.121657] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-23T20:29:00.121687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-23T20:29:00.133056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-23T20:29:00.133376] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-23T20:29:00.134146] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-23T20:29:00.134198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:00.134229] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:00.134255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:00.134311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:00.189730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:00.190496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:00.190593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:00.190628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:00.308949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:00.309069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:00.309107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:00.309136] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:00.312500] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-23T20:29:00.312795] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-23T20:29:00.312925] [INFO ] [sig       ] PAYX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:00.454211] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PAYX.txt
[2025-12-23T20:29:00.454359] [INFO ] [sig       ] [2434/3557] Completed PAYX in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-23T20:29:00.454402] [INFO ] [sig       ] [2435/3557] Forecasting PB...
[2025-12-23T20:29:00.454431] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-23T20:29:00.454460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-23T20:29:00.465974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-23T20:29:00.466299] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-23T20:29:00.467068] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-23T20:29:00.467120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:00.467152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:00.467178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:00.467234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:00.522684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:00.523438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:00.523519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:00.523552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:00.642517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:00.642640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:00.642683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:00.642711] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:00.645958] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-23T20:29:00.646226] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-23T20:29:00.646350] [INFO ] [sig       ] PB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:00.785267] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PB.txt
[2025-12-23T20:29:00.785407] [INFO ] [sig       ] [2435/3557] Completed PB in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-23T20:29:00.785448] [INFO ] [sig       ] [2436/3557] Forecasting PBA...
[2025-12-23T20:29:00.785477] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-23T20:29:00.785507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-23T20:29:00.796396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-23T20:29:00.796696] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-23T20:29:00.797443] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-23T20:29:00.797494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:00.797526] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:00.797553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:00.797629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:00.854614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:00.855240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:00.855319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:00.855356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:00.979068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:00.979252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:00.979307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:00.979337] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:00.982884] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-23T20:29:00.983229] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-23T20:29:00.983368] [INFO ] [sig       ] PBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:01.129049] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PBA.txt
[2025-12-23T20:29:01.129363] [INFO ] [sig       ] [2436/3557] Completed PBA in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:01.129429] [INFO ] [sig       ] [2437/3557] Forecasting PBF...
[2025-12-23T20:29:01.129473] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-23T20:29:01.129516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-23T20:29:01.145613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-23T20:29:01.146131] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-23T20:29:01.147396] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-23T20:29:01.147484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:01.147526] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:01.147559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:01.147672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:01.214672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:01.215646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:01.215733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:01.215766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:01.339628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:01.339786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:01.339826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:01.339857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:01.343498] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-23T20:29:01.343840] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-23T20:29:01.343979] [INFO ] [sig       ] PBF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:01.487220] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PBF.txt
[2025-12-23T20:29:01.487380] [INFO ] [sig       ] [2437/3557] Completed PBF in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:01.487422] [INFO ] [sig       ] [2438/3557] Forecasting PBFS...
[2025-12-23T20:29:01.487453] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-23T20:29:01.487483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-23T20:29:01.498739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-23T20:29:01.499079] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-23T20:29:01.500066] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-23T20:29:01.500120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:01.500152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:01.500180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:01.500238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:01.557813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:01.558690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:01.558773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:01.558806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:01.663510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:01.663696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:01.663738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:01.663769] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:01.667169] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=32.59%)
[2025-12-23T20:29:01.667455] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-23T20:29:01.667607] [INFO ] [sig       ] PBFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:01.828011] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PBFS.txt
[2025-12-23T20:29:01.828179] [INFO ] [sig       ] [2438/3557] Completed PBFS in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:01.828222] [INFO ] [sig       ] [2439/3557] Forecasting PBH...
[2025-12-23T20:29:01.828252] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-23T20:29:01.828282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-23T20:29:01.839437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-23T20:29:01.839783] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-23T20:29:01.840559] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-23T20:29:01.840632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:01.840665] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:01.840692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:01.840747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:01.899854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:01.900769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:01.900850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:01.900882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:02.017631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:02.017778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:02.017819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:02.017849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:02.021151] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-23T20:29:02.021418] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-23T20:29:02.021540] [INFO ] [sig       ] PBH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:02.159878] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PBH.txt
[2025-12-23T20:29:02.160046] [INFO ] [sig       ] [2439/3557] Completed PBH in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:02.160088] [INFO ] [sig       ] [2440/3557] Forecasting PBI...
[2025-12-23T20:29:02.160117] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-23T20:29:02.160173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-23T20:29:02.172359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-23T20:29:02.172787] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-23T20:29:02.173558] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-23T20:29:02.173631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:02.173710] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:02.173740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:02.173796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:02.230195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:02.231051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:02.231133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:02.231166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:02.352982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:02.353145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:02.353186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:02.353215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:02.356838] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-23T20:29:02.357202] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-23T20:29:02.357350] [INFO ] [sig       ] PBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:02.515108] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PBI.txt
[2025-12-23T20:29:02.515284] [INFO ] [sig       ] [2440/3557] Completed PBI in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:02.515325] [INFO ] [sig       ] [2441/3557] Forecasting PBYI...
[2025-12-23T20:29:02.515354] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-23T20:29:02.515383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-23T20:29:02.526879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-23T20:29:02.527274] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-23T20:29:02.528085] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-23T20:29:02.528141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:02.528172] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:02.528199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:02.528255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:02.584907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:02.585773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:02.585857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:02.585889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:02.710771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:02.710950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:02.711002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:02.711033] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:02.714787] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-23T20:29:02.715095] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-23T20:29:02.715231] [INFO ] [sig       ] PBYI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:02.854260] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PBYI.txt
[2025-12-23T20:29:02.854385] [INFO ] [sig       ] [2441/3557] Completed PBYI in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:02.854424] [INFO ] [sig       ] [2442/3557] Forecasting PCB...
[2025-12-23T20:29:02.854453] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-23T20:29:02.854482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-23T20:29:02.865617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-23T20:29:02.865925] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-23T20:29:02.866833] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-23T20:29:02.866886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:02.866918] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:02.866944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:02.867000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:02.923351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:02.924017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:02.924093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:02.924125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:03.037014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:03.037131] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:29:03.037168] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:03.037197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:03.040374] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-23T20:29:03.040663] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-23T20:29:03.040785] [INFO ] [sig       ] PCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:03.179114] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCB.txt
[2025-12-23T20:29:03.179250] [INFO ] [sig       ] [2442/3557] Completed PCB in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:03.179289] [INFO ] [sig       ] [2443/3557] Forecasting PCF...
[2025-12-23T20:29:03.179317] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-23T20:29:03.179346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-23T20:29:03.190155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-23T20:29:03.190421] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-23T20:29:03.191192] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-23T20:29:03.191244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:03.191275] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:03.191301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:03.191356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:03.247510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:03.248176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:03.248252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:03.248285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:03.366132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:03.366300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:03.366343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:03.366413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:03.370011] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=42.87%)
[2025-12-23T20:29:03.370327] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-23T20:29:03.370478] [INFO ] [sig       ] PCF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:03.519591] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCF.txt
[2025-12-23T20:29:03.519771] [INFO ] [sig       ] [2443/3557] Completed PCF in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:03.519820] [INFO ] [sig       ] [2444/3557] Forecasting PCG...
[2025-12-23T20:29:03.519854] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-23T20:29:03.519884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-23T20:29:03.532362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-23T20:29:03.532786] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-23T20:29:03.533616] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-23T20:29:03.533671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:03.533704] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:03.533731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:03.533788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:03.591382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:03.592285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:03.592377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:03.592410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:03.719942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:03.720074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:03.720115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:03.720143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:03.723704] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-12-23T20:29:03.723982] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-23T20:29:03.724124] [INFO ] [sig       ] PCG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:03.860392] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PCG.txt
[2025-12-23T20:29:03.860504] [INFO ] [sig       ] [2444/3557] Completed PCG in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:03.860554] [INFO ] [sig       ] [2445/3557] Forecasting PCH...
[2025-12-23T20:29:03.860600] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-23T20:29:03.860632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-23T20:29:03.872187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-23T20:29:03.872465] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-23T20:29:03.873228] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-23T20:29:03.873280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:03.873311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:03.873337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:03.873393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:03.929019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:03.929667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:03.929743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:03.929776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:04.046342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:04.046489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:04.046526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:04.046556] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:04.049889] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-23T20:29:04.050155] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-23T20:29:04.050277] [INFO ] [sig       ] PCH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:04.187493] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PCH.txt
[2025-12-23T20:29:04.187658] [INFO ] [sig       ] [2445/3557] Completed PCH in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:04.187699] [INFO ] [sig       ] [2446/3557] Forecasting PCM...
[2025-12-23T20:29:04.187729] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-23T20:29:04.187759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-23T20:29:04.198446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-23T20:29:04.198735] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-23T20:29:04.199513] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-23T20:29:04.199566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:04.199623] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:04.199650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:04.199706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:04.257205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:04.257965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:04.258044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:04.258076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:04.380325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:04.380460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:04.380504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:04.380542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:04.383931] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-23T20:29:04.384210] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-23T20:29:04.384333] [INFO ] [sig       ] PCM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:04.523680] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PCM.txt
[2025-12-23T20:29:04.523806] [INFO ] [sig       ] [2446/3557] Completed PCM in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:04.523846] [INFO ] [sig       ] [2447/3557] Forecasting PCN...
[2025-12-23T20:29:04.523874] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-23T20:29:04.523903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-23T20:29:04.534858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-23T20:29:04.535149] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-23T20:29:04.535980] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-23T20:29:04.536033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:04.536064] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:04.536090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:04.536146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:04.591811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:04.592400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:04.592475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:04.592506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:04.711841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:04.711965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:04.712003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:04.712047] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:04.715285] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-12-23T20:29:04.715550] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-23T20:29:04.715694] [INFO ] [sig       ] PCN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:04.853019] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PCN.txt
[2025-12-23T20:29:04.853128] [INFO ] [sig       ] [2447/3557] Completed PCN in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:04.853166] [INFO ] [sig       ] [2448/3557] Forecasting PCQ...
[2025-12-23T20:29:04.853195] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-23T20:29:04.853223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-23T20:29:04.865075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-23T20:29:04.865505] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-23T20:29:04.866346] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-23T20:29:04.866402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:04.866434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:04.866461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:04.866517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:04.922807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:04.923780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:04.923866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:04.923899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:05.041131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:05.041298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:05.041338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:05.041366] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:05.044759] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-23T20:29:05.045034] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-23T20:29:05.045157] [INFO ] [sig       ] PCQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:05.185788] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCQ.txt
[2025-12-23T20:29:05.185926] [INFO ] [sig       ] [2448/3557] Completed PCQ in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-23T20:29:05.185965] [INFO ] [sig       ] [2449/3557] Forecasting PCRX...
[2025-12-23T20:29:05.185994] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-23T20:29:05.186023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-23T20:29:05.198202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-23T20:29:05.198544] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-23T20:29:05.199368] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-23T20:29:05.199421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:05.199451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:05.199477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:05.199532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:05.254718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:05.255424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:05.255503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:05.255550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:05.373253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:05.373407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:05.373446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:05.373473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:05.376806] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-23T20:29:05.377072] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-23T20:29:05.377199] [INFO ] [sig       ] PCRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:05.514961] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCRX.txt
[2025-12-23T20:29:05.515120] [INFO ] [sig       ] [2449/3557] Completed PCRX in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-23T20:29:05.515162] [INFO ] [sig       ] [2450/3557] Forecasting PCTY...
[2025-12-23T20:29:05.515191] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-23T20:29:05.515221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-23T20:29:05.527399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-23T20:29:05.527792] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-23T20:29:05.528589] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-23T20:29:05.528643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:05.528674] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:05.528703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:05.528759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:05.586294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:05.587146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:05.587262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:05.587296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:05.705062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:05.705217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:05.705261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:05.705290] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:05.708686] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-23T20:29:05.708969] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-23T20:29:05.709100] [INFO ] [sig       ] PCTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:05.847803] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCTY.txt
[2025-12-23T20:29:05.847929] [INFO ] [sig       ] [2450/3557] Completed PCTY in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-23T20:29:05.847969] [INFO ] [sig       ] [2451/3557] Forecasting PCVX...
[2025-12-23T20:29:05.847999] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-23T20:29:05.848027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-23T20:29:05.859030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-23T20:29:05.859345] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-23T20:29:05.860134] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-23T20:29:05.860186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:05.860218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:05.860257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:05.860319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:05.916166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:05.916835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:05.916911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:05.916943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:06.041049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:06.041238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:06.041283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:06.041314] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:06.044826] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-12-23T20:29:06.045120] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-23T20:29:06.045258] [INFO ] [sig       ] PCVX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:06.187509] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PCVX.txt
[2025-12-23T20:29:06.187672] [INFO ] [sig       ] [2451/3557] Completed PCVX in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-23T20:29:06.187723] [INFO ] [sig       ] [2452/3557] Forecasting PCYO...
[2025-12-23T20:29:06.187759] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-23T20:29:06.187794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-23T20:29:06.199515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-23T20:29:06.199878] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-23T20:29:06.200671] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-23T20:29:06.200734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:06.200773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:06.200806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:06.200868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:06.256943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:06.257767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:06.257846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:06.257878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:06.373781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:06.373940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:06.373980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:06.374009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:06.377319] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-12-23T20:29:06.377614] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-23T20:29:06.377745] [INFO ] [sig       ] PCYO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:06.517403] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PCYO.txt
[2025-12-23T20:29:06.517562] [INFO ] [sig       ] [2452/3557] Completed PCYO in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-23T20:29:06.517624] [INFO ] [sig       ] [2453/3557] Forecasting PD...
[2025-12-23T20:29:06.517654] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-23T20:29:06.517684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-23T20:29:06.529378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-23T20:29:06.529691] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-23T20:29:06.530470] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-23T20:29:06.530522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:06.530554] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:06.530602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:06.530677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:06.587808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:06.588605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:06.588685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:06.588718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:06.706195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:06.706349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:06.706388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:06.706418] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:06.709784] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-23T20:29:06.710066] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-23T20:29:06.710194] [INFO ] [sig       ] PD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:06.856533] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PD.txt
[2025-12-23T20:29:06.856746] [INFO ] [sig       ] [2453/3557] Completed PD in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-23T20:29:06.856787] [INFO ] [sig       ] [2454/3557] Forecasting PDBC...
[2025-12-23T20:29:06.856818] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-23T20:29:06.856847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-23T20:29:06.868702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-23T20:29:06.868994] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-23T20:29:06.869857] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-23T20:29:06.869912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:06.869945] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:06.869972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:06.870028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:06.927430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:06.928278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:06.928377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:06.928411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:07.042624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:07.042776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:07.042817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:07.042846] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:07.046153] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-23T20:29:07.046419] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-23T20:29:07.046548] [INFO ] [sig       ] PDBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:07.185105] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDBC.txt
[2025-12-23T20:29:07.185231] [INFO ] [sig       ] [2454/3557] Completed PDBC in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:07.185271] [INFO ] [sig       ] [2455/3557] Forecasting PDD...
[2025-12-23T20:29:07.185300] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-23T20:29:07.185335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-23T20:29:07.197295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-23T20:29:07.197708] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-23T20:29:07.198537] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-23T20:29:07.198624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:07.198661] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:07.198690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:07.198749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:07.262096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:07.262958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:07.263039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:07.263073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:07.385681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:07.385839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:07.385879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:07.385911] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:07.389399] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-23T20:29:07.389703] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-23T20:29:07.389833] [INFO ] [sig       ] PDD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:07.528813] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDD.txt
[2025-12-23T20:29:07.528964] [INFO ] [sig       ] [2455/3557] Completed PDD in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:07.529005] [INFO ] [sig       ] [2456/3557] Forecasting PDEX...
[2025-12-23T20:29:07.529035] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-23T20:29:07.529064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-23T20:29:07.540604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-23T20:29:07.540874] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-23T20:29:07.541639] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-23T20:29:07.541692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:07.541724] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:07.541751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:07.541808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:07.601434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:07.602300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:07.602382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:07.602416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:07.736862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:07.737153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:07.737197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:07.737229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:07.740802] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-23T20:29:07.741075] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-23T20:29:07.741202] [INFO ] [sig       ] PDEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:07.878347] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDEX.txt
[2025-12-23T20:29:07.878484] [INFO ] [sig       ] [2456/3557] Completed PDEX in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:07.878525] [INFO ] [sig       ] [2457/3557] Forecasting PDFS...
[2025-12-23T20:29:07.878555] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-23T20:29:07.878602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-23T20:29:07.890637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-23T20:29:07.890922] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-23T20:29:07.891721] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-23T20:29:07.891777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:07.891837] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:07.891866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:07.891925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:07.947953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:07.948725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:07.948801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:07.948834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:08.068265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:08.068423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:08.068463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:08.068493] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:08.071877] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-23T20:29:08.072143] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-23T20:29:08.072266] [INFO ] [sig       ] PDFS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:08.210420] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDFS.txt
[2025-12-23T20:29:08.210550] [INFO ] [sig       ] [2457/3557] Completed PDFS in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:08.210607] [INFO ] [sig       ] [2458/3557] Forecasting PDI...
[2025-12-23T20:29:08.210639] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-23T20:29:08.210668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-23T20:29:08.223065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-23T20:29:08.223397] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-23T20:29:08.224172] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-23T20:29:08.224223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:08.224255] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:08.224282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:08.224338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:08.282361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:08.283058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:08.283134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:08.283166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:08.400907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:08.401064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:08.401103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:08.401133] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:08.404534] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-23T20:29:08.404825] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-23T20:29:08.404953] [INFO ] [sig       ] PDI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:08.547079] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDI.txt
[2025-12-23T20:29:08.547239] [INFO ] [sig       ] [2458/3557] Completed PDI in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:08.547280] [INFO ] [sig       ] [2459/3557] Forecasting PDLB...
[2025-12-23T20:29:08.547311] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-23T20:29:08.547340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-23T20:29:08.559726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-23T20:29:08.560106] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-23T20:29:08.560917] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-23T20:29:08.560970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:08.561002] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:08.561029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:08.561084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:08.616320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:08.617191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:08.617272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:08.617303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:08.737771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:08.737944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:08.737983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:08.738011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:08.741408] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-12-23T20:29:08.741714] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-23T20:29:08.741848] [INFO ] [sig       ] PDLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:08.880764] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDLB.txt
[2025-12-23T20:29:08.880926] [INFO ] [sig       ] [2459/3557] Completed PDLB in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:08.880966] [INFO ] [sig       ] [2460/3557] Forecasting PDM...
[2025-12-23T20:29:08.880997] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-23T20:29:08.881028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-23T20:29:08.892270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-23T20:29:08.892644] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-23T20:29:08.893398] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-23T20:29:08.893450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:08.893481] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:08.893507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:08.893563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:08.949388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:08.950261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:08.950341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:08.950374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:09.070733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:09.070910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:09.070950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:09.071011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:09.074374] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-23T20:29:09.074683] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-23T20:29:09.074812] [INFO ] [sig       ] PDM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:09.214753] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDM.txt
[2025-12-23T20:29:09.214909] [INFO ] [sig       ] [2460/3557] Completed PDM in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:09.214948] [INFO ] [sig       ] [2461/3557] Forecasting PDO...
[2025-12-23T20:29:09.214979] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-23T20:29:09.215009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-23T20:29:09.227135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-23T20:29:09.227501] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-23T20:29:09.228290] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-23T20:29:09.228343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:09.228374] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:09.228400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:09.228456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:09.284240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:09.284990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:09.285070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:09.285101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:09.403668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:09.403850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:09.403891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:09.403922] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:09.407381] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-12-23T20:29:09.407681] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-23T20:29:09.407813] [INFO ] [sig       ] PDO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:09.548341] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PDO.txt
[2025-12-23T20:29:09.548488] [INFO ] [sig       ] [2461/3557] Completed PDO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:09.548529] [INFO ] [sig       ] [2462/3557] Forecasting PDP...
[2025-12-23T20:29:09.548556] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-23T20:29:09.548607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-23T20:29:09.560788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-23T20:29:09.561176] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-23T20:29:09.562005] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-23T20:29:09.562059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:09.562091] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:09.562118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:09.562180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:09.618278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:09.619068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:09.619158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:09.619226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:09.732729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:09.732887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:09.732928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:09.732958] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:09.736383] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-23T20:29:09.736680] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-23T20:29:09.736814] [INFO ] [sig       ] PDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:09.875311] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PDP.txt
[2025-12-23T20:29:09.875438] [INFO ] [sig       ] [2462/3557] Completed PDP in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:09.875477] [INFO ] [sig       ] [2463/3557] Forecasting PDS...
[2025-12-23T20:29:09.875507] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-23T20:29:09.875537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-23T20:29:09.886364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-23T20:29:09.886717] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-23T20:29:09.887478] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-23T20:29:09.887530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:09.887561] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:09.887607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:09.887664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:09.942880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:09.943501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:09.943602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:09.943659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:10.060679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:10.060829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:10.060870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:10.060899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:10.064605] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-23T20:29:10.064871] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-23T20:29:10.064996] [INFO ] [sig       ] PDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:10.202796] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDS.txt
[2025-12-23T20:29:10.202926] [INFO ] [sig       ] [2463/3557] Completed PDS in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:10.202963] [INFO ] [sig       ] [2464/3557] Forecasting PDX...
[2025-12-23T20:29:10.202992] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-23T20:29:10.203022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-23T20:29:10.213778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-23T20:29:10.214085] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-23T20:29:10.214858] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-23T20:29:10.214909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:10.214951] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:10.214980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:10.215040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:10.273132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:10.273972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:10.274056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:10.274089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:10.402990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:10.403166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:10.403213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:10.403249] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:10.407072] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-23T20:29:10.407394] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-23T20:29:10.407532] [INFO ] [sig       ] PDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:10.567079] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDX.txt
[2025-12-23T20:29:10.567255] [INFO ] [sig       ] [2464/3557] Completed PDX in 0.4s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:10.567314] [INFO ] [sig       ] [2465/3557] Forecasting PDYN...
[2025-12-23T20:29:10.567346] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-23T20:29:10.567377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-23T20:29:10.579704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-23T20:29:10.580025] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-23T20:29:10.580808] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-23T20:29:10.580861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:10.580892] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:10.580918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:10.580974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:10.635713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:10.636344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:10.636419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:10.636451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:10.751205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:10.751357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:10.751398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:10.751426] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:10.754757] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-23T20:29:10.755024] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-23T20:29:10.755147] [INFO ] [sig       ] PDYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:10.891929] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PDYN.txt
[2025-12-23T20:29:10.892057] [INFO ] [sig       ] [2465/3557] Completed PDYN in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-23T20:29:10.892094] [INFO ] [sig       ] [2466/3557] Forecasting PEB...
[2025-12-23T20:29:10.892123] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-23T20:29:10.892153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-23T20:29:10.903256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-23T20:29:10.903554] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-23T20:29:10.904330] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-23T20:29:10.904382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:10.904413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:10.904439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:10.904494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:10.958970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:10.959621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:10.959696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:10.959727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:11.078268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:11.078422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:11.078461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:11.078489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:11.081813] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-12-23T20:29:11.082094] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-23T20:29:11.082220] [INFO ] [sig       ] PEB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:11.218656] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PEB.txt
[2025-12-23T20:29:11.218785] [INFO ] [sig       ] [2466/3557] Completed PEB in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:11.218824] [INFO ] [sig       ] [2467/3557] Forecasting PEBK...
[2025-12-23T20:29:11.218852] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-23T20:29:11.218881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-23T20:29:11.228281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-23T20:29:11.228548] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-23T20:29:11.229459] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-23T20:29:11.229512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:11.229543] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:11.229594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:11.229655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:11.284515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:11.285293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:11.285403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:11.285436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:11.379316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:11.379483] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:29:11.379525] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:11.379553] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:11.382972] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-23T20:29:11.383246] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-23T20:29:11.383368] [INFO ] [sig       ] PEBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:11.520592] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEBK.txt
[2025-12-23T20:29:11.520726] [INFO ] [sig       ] [2467/3557] Completed PEBK in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:11.520772] [INFO ] [sig       ] [2468/3557] Forecasting PEBO...
[2025-12-23T20:29:11.520803] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-23T20:29:11.520832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-23T20:29:11.531852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-23T20:29:11.532157] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-23T20:29:11.532934] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-23T20:29:11.532986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:11.533017] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:11.533044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:11.533101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:11.588384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:11.589097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:11.589195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:11.589231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:11.707278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:11.707410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:11.707449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:11.707477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:11.710836] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-23T20:29:11.711102] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-23T20:29:11.711228] [INFO ] [sig       ] PEBO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:11.854701] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PEBO.txt
[2025-12-23T20:29:11.854834] [INFO ] [sig       ] [2468/3557] Completed PEBO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:11.854872] [INFO ] [sig       ] [2469/3557] Forecasting PECO...
[2025-12-23T20:29:11.854902] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-23T20:29:11.854930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-23T20:29:11.866080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-23T20:29:11.866369] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-23T20:29:11.867158] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-23T20:29:11.867211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:11.867243] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:11.867271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:11.867326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:11.922745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:11.923351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:11.923425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:11.923456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:12.041326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:12.041455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:12.041492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:12.041520] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:12.044756] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-23T20:29:12.045021] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-23T20:29:12.045157] [INFO ] [sig       ] PECO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:12.182976] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PECO.txt
[2025-12-23T20:29:12.183084] [INFO ] [sig       ] [2469/3557] Completed PECO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:12.183122] [INFO ] [sig       ] [2470/3557] Forecasting PEG...
[2025-12-23T20:29:12.183151] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-23T20:29:12.183180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-23T20:29:12.198024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-23T20:29:12.198328] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-23T20:29:12.199115] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-23T20:29:12.199184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:12.199220] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:12.199251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:12.199308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:12.254551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:12.255242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:12.255317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:12.255349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:12.373260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:12.373404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:12.373442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:12.373472] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:12.376752] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-12-23T20:29:12.377015] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-23T20:29:12.377138] [INFO ] [sig       ] PEG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:12.515169] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PEG.txt
[2025-12-23T20:29:12.515307] [INFO ] [sig       ] [2470/3557] Completed PEG in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:12.515348] [INFO ] [sig       ] [2471/3557] Forecasting PEGA...
[2025-12-23T20:29:12.515377] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-23T20:29:12.515406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-23T20:29:12.526388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-23T20:29:12.526693] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-23T20:29:12.527435] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-23T20:29:12.527487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:12.527519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:12.527545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:12.527619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:12.583290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:12.583914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:12.583988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:12.584021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:12.704496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:12.704636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:12.704691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:12.704720] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:12.707873] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-23T20:29:12.708134] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-23T20:29:12.708253] [INFO ] [sig       ] PEGA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:12.845997] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEGA.txt
[2025-12-23T20:29:12.846121] [INFO ] [sig       ] [2471/3557] Completed PEGA in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-23T20:29:12.846161] [INFO ] [sig       ] [2472/3557] Forecasting PEN...
[2025-12-23T20:29:12.846190] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-23T20:29:12.846219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-23T20:29:12.858141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-23T20:29:12.858431] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-23T20:29:12.859220] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-23T20:29:12.859272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:12.859302] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:12.859329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:12.859385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:12.915466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:12.916080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:12.916156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:12.916187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:13.034827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:13.034961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:13.035000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:13.035028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:13.038257] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-23T20:29:13.038521] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-23T20:29:13.038660] [INFO ] [sig       ] PEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:13.175724] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEN.txt
[2025-12-23T20:29:13.175837] [INFO ] [sig       ] [2472/3557] Completed PEN in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:13.175880] [INFO ] [sig       ] [2473/3557] Forecasting PENN...
[2025-12-23T20:29:13.175909] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-23T20:29:13.175937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-23T20:29:13.187152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-23T20:29:13.187435] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-23T20:29:13.188205] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-23T20:29:13.188256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:13.188288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:13.188314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:13.188369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:13.243990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:13.244564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:13.244665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:13.244698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:13.361548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:13.361683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:13.361722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:13.361749] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:13.365036] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-23T20:29:13.365301] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-23T20:29:13.365423] [INFO ] [sig       ] PENN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:13.505853] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PENN.txt
[2025-12-23T20:29:13.505985] [INFO ] [sig       ] [2473/3557] Completed PENN in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:13.506025] [INFO ] [sig       ] [2474/3557] Forecasting PEO...
[2025-12-23T20:29:13.506053] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-23T20:29:13.506082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-23T20:29:13.517364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-23T20:29:13.517675] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-23T20:29:13.518421] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-23T20:29:13.518473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:13.518529] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:13.518557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:13.518630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:13.574509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:13.575139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:13.575213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:13.575245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:13.690120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:13.690262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:13.690302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:13.690332] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:13.693714] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-23T20:29:13.693985] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-23T20:29:13.694109] [INFO ] [sig       ] PEO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:13.839911] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PEO.txt
[2025-12-23T20:29:13.840049] [INFO ] [sig       ] [2474/3557] Completed PEO in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:13.840090] [INFO ] [sig       ] [2475/3557] Forecasting PEP...
[2025-12-23T20:29:13.840121] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-23T20:29:13.840150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-23T20:29:13.851420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-23T20:29:13.851726] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-23T20:29:13.852469] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-23T20:29:13.852521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:13.852563] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:13.852613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:13.852675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:13.908940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:13.909632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:13.909707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:13.909739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:14.028422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:14.028556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:14.028612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:14.028642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:14.032049] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-23T20:29:14.032314] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-23T20:29:14.032436] [INFO ] [sig       ] PEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:14.177354] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEP.txt
[2025-12-23T20:29:14.177469] [INFO ] [sig       ] [2475/3557] Completed PEP in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:14.177507] [INFO ] [sig       ] [2476/3557] Forecasting PEPG...
[2025-12-23T20:29:14.177536] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-23T20:29:14.177565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-23T20:29:14.188861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-23T20:29:14.189161] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-23T20:29:14.189968] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-23T20:29:14.190020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:14.190051] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:14.190077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:14.190132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:14.246699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:14.247294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:14.247368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:14.247400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:14.362064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:14.362186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:14.362226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:14.362255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:14.365655] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-23T20:29:14.365962] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-23T20:29:14.366092] [INFO ] [sig       ] PEPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:14.516532] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEPG.txt
[2025-12-23T20:29:14.516693] [INFO ] [sig       ] [2476/3557] Completed PEPG in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:14.516733] [INFO ] [sig       ] [2477/3557] Forecasting PERF...
[2025-12-23T20:29:14.516765] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-23T20:29:14.516801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-23T20:29:14.528641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-23T20:29:14.528993] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-23T20:29:14.529829] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-23T20:29:14.529882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:14.529916] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:14.529943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:14.529998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:14.584848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:14.585854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:14.585937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:14.585968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:14.699102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:14.699276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:14.699316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:14.699382] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:14.704334] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-23T20:29:14.704656] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-23T20:29:14.704794] [INFO ] [sig       ] PERF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:14.842710] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PERF.txt
[2025-12-23T20:29:14.842867] [INFO ] [sig       ] [2477/3557] Completed PERF in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:14.842912] [INFO ] [sig       ] [2478/3557] Forecasting PERI...
[2025-12-23T20:29:14.842943] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-23T20:29:14.842973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-23T20:29:14.854535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-23T20:29:14.854926] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-23T20:29:14.855782] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-23T20:29:14.855837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:14.855870] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:14.855898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:14.855956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:14.911628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:14.912459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:14.912540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:14.912591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:15.027231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:15.027389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:15.027429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:15.027457] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:15.030836] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-23T20:29:15.031115] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-23T20:29:15.031241] [INFO ] [sig       ] PERI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:15.167809] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PERI.txt
[2025-12-23T20:29:15.167942] [INFO ] [sig       ] [2478/3557] Completed PERI in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:15.167980] [INFO ] [sig       ] [2479/3557] Forecasting PESI...
[2025-12-23T20:29:15.168017] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-23T20:29:15.168046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-23T20:29:15.179249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-23T20:29:15.179566] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-23T20:29:15.180372] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-23T20:29:15.180427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:15.180460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:15.180490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:15.180555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:15.236230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:15.236861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:15.236935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:15.236967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:15.356485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:15.356646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:15.356687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:15.356716] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:15.360038] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-23T20:29:15.360304] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-23T20:29:15.360426] [INFO ] [sig       ] PESI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:15.497705] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PESI.txt
[2025-12-23T20:29:15.497877] [INFO ] [sig       ] [2479/3557] Completed PESI in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:15.497925] [INFO ] [sig       ] [2480/3557] Forecasting PETS...
[2025-12-23T20:29:15.497953] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-23T20:29:15.497983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-23T20:29:15.509369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-23T20:29:15.509811] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-23T20:29:15.510727] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-23T20:29:15.510785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:15.510817] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:15.510845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:15.510903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:15.566479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:15.567345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:15.567430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:15.567462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:15.689658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:15.689820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:15.689864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:15.689900] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:15.693338] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-23T20:29:15.693676] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-23T20:29:15.693817] [INFO ] [sig       ] PETS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:15.832101] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PETS.txt
[2025-12-23T20:29:15.832244] [INFO ] [sig       ] [2480/3557] Completed PETS in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:15.832285] [INFO ] [sig       ] [2481/3557] Forecasting PEY...
[2025-12-23T20:29:15.832316] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-23T20:29:15.832346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-23T20:29:15.844038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-23T20:29:15.844335] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-23T20:29:15.845111] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-23T20:29:15.845163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:15.845194] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:15.845221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:15.845276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:15.900555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:15.901206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:15.901280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:15.901311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:16.014850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:16.014979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:16.015015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:16.015043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:16.018252] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-23T20:29:16.018514] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-23T20:29:16.018654] [INFO ] [sig       ] PEY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:16.159385] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PEY.txt
[2025-12-23T20:29:16.159506] [INFO ] [sig       ] [2481/3557] Completed PEY in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:16.159545] [INFO ] [sig       ] [2482/3557] Forecasting PFBC...
[2025-12-23T20:29:16.159591] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-23T20:29:16.159623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-23T20:29:16.171059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-23T20:29:16.171347] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-23T20:29:16.172114] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-23T20:29:16.172167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:16.172198] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:16.172225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:16.172280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:16.227881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:16.228470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:16.228543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:16.228590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:16.341677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:16.341819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:16.341856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:16.341910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:16.345283] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-23T20:29:16.345548] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-23T20:29:16.345689] [INFO ] [sig       ] PFBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:16.482382] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFBC.txt
[2025-12-23T20:29:16.482503] [INFO ] [sig       ] [2482/3557] Completed PFBC in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-23T20:29:16.482541] [INFO ] [sig       ] [2483/3557] Forecasting PFD...
[2025-12-23T20:29:16.482587] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-23T20:29:16.482620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-23T20:29:16.493365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-23T20:29:16.493657] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-23T20:29:16.494399] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-23T20:29:16.494451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:16.494482] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:16.494508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:16.494564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:16.549706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:16.550298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:16.550374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:16.550405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:16.657022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:16.657179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:16.657219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:16.657247] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:16.660673] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-23T20:29:16.660951] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-23T20:29:16.661077] [INFO ] [sig       ] PFD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:16.798299] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFD.txt
[2025-12-23T20:29:16.798426] [INFO ] [sig       ] [2483/3557] Completed PFD in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:16.798465] [INFO ] [sig       ] [2484/3557] Forecasting PFF...
[2025-12-23T20:29:16.798493] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-23T20:29:16.798522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-23T20:29:16.809307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-23T20:29:16.809645] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-23T20:29:16.810392] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-23T20:29:16.810444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:16.810475] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:16.810501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:16.810556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:16.865248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:16.865889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:16.865996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:16.866041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:16.986221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:16.986384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:16.986426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:16.986454] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:16.989812] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-23T20:29:16.990120] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-23T20:29:16.990244] [INFO ] [sig       ] PFF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:17.126251] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFF.txt
[2025-12-23T20:29:17.126386] [INFO ] [sig       ] [2484/3557] Completed PFF in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:17.126426] [INFO ] [sig       ] [2485/3557] Forecasting PFG...
[2025-12-23T20:29:17.126453] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-23T20:29:17.126483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-23T20:29:17.137633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-23T20:29:17.137952] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-23T20:29:17.138722] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-23T20:29:17.138773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:17.138805] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:17.138831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:17.138887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:17.193868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:17.194559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:17.194653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:17.194685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:17.311043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:17.311191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:17.311231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:17.311259] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:17.314562] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-23T20:29:17.314852] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-23T20:29:17.314984] [INFO ] [sig       ] PFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:17.451562] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFG.txt
[2025-12-23T20:29:17.451720] [INFO ] [sig       ] [2485/3557] Completed PFG in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:17.451759] [INFO ] [sig       ] [2486/3557] Forecasting PFGC...
[2025-12-23T20:29:17.451787] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-23T20:29:17.451815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-23T20:29:17.462789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-23T20:29:17.463113] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-23T20:29:17.463955] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-23T20:29:17.464012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:17.464044] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:17.464071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:17.464140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:17.520461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:17.521130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:17.521206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:17.521238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:17.641233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:17.641357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:17.641395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:17.641423] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:17.644631] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-23T20:29:17.644894] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-23T20:29:17.645021] [INFO ] [sig       ] PFGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:17.782338] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFGC.txt
[2025-12-23T20:29:17.782450] [INFO ] [sig       ] [2486/3557] Completed PFGC in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:17.782488] [INFO ] [sig       ] [2487/3557] Forecasting PFH...
[2025-12-23T20:29:17.782516] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-23T20:29:17.782544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-23T20:29:17.793596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-23T20:29:17.793888] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-23T20:29:17.794698] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-23T20:29:17.794751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:17.794785] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:17.794812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:17.794873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:17.853122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:17.853785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:17.853863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:17.853897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:17.973438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:17.973590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:17.973633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:17.973663] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:17.977073] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-23T20:29:17.977343] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-23T20:29:17.977467] [INFO ] [sig       ] PFH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:18.126057] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFH.txt
[2025-12-23T20:29:18.126198] [INFO ] [sig       ] [2487/3557] Completed PFH in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:18.126248] [INFO ] [sig       ] [2488/3557] Forecasting PFIS...
[2025-12-23T20:29:18.126288] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-23T20:29:18.126319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-23T20:29:18.137455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-23T20:29:18.137775] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-23T20:29:18.138565] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-23T20:29:18.138657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:18.138691] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:18.138719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:18.138777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:18.196193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:18.196911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:18.196990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:18.197022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:18.307773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:18.307903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:18.307942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:18.307971] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:18.311239] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2025-12-23T20:29:18.311505] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-23T20:29:18.311647] [INFO ] [sig       ] PFIS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:18.509875] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFIS.txt
[2025-12-23T20:29:18.510017] [INFO ] [sig       ] [2488/3557] Completed PFIS in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:18.510056] [INFO ] [sig       ] [2489/3557] Forecasting PFL...
[2025-12-23T20:29:18.510085] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-23T20:29:18.510116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-23T20:29:18.520861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-23T20:29:18.521154] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-23T20:29:18.521922] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-23T20:29:18.521974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:18.522005] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:18.522032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:18.522089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:18.577663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:18.578260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:18.578334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:18.578365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:18.692278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:18.692401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:18.692439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:18.692467] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:18.695701] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-23T20:29:18.695967] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-23T20:29:18.696094] [INFO ] [sig       ] PFL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:18.833382] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFL.txt
[2025-12-23T20:29:18.833498] [INFO ] [sig       ] [2489/3557] Completed PFL in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-23T20:29:18.833537] [INFO ] [sig       ] [2490/3557] Forecasting PFM...
[2025-12-23T20:29:18.833566] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-23T20:29:18.833614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-23T20:29:18.844245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-23T20:29:18.844524] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-23T20:29:18.845292] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-23T20:29:18.845343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:18.845375] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:18.845401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:18.845456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:18.900323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:18.900925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:18.901001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:18.901032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:19.019459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:19.019600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:19.019638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:19.019667] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:19.022837] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-23T20:29:19.023104] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-23T20:29:19.023226] [INFO ] [sig       ] PFM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:19.161133] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFM.txt
[2025-12-23T20:29:19.161254] [INFO ] [sig       ] [2490/3557] Completed PFM in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:19.161293] [INFO ] [sig       ] [2491/3557] Forecasting PFN...
[2025-12-23T20:29:19.161321] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-23T20:29:19.161351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-23T20:29:19.172118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-23T20:29:19.172396] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-23T20:29:19.173162] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-23T20:29:19.173213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:19.173271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:19.173298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:19.173355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:19.229062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:19.229703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:19.229777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:19.229809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:19.346478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:19.346609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:19.346649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:19.346677] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:19.349978] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-23T20:29:19.350242] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-23T20:29:19.350364] [INFO ] [sig       ] PFN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:19.489219] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFN.txt
[2025-12-23T20:29:19.489389] [INFO ] [sig       ] [2491/3557] Completed PFN in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:19.489430] [INFO ] [sig       ] [2492/3557] Forecasting PFO...
[2025-12-23T20:29:19.489460] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-23T20:29:19.489488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-23T20:29:19.500194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-23T20:29:19.500564] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-23T20:29:19.501416] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-23T20:29:19.501469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:19.501502] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:19.501529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:19.501609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:19.557564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:19.558450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:19.558530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:19.558562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:19.669047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:19.669229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:19.669272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:19.669299] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:19.672674] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-23T20:29:19.672943] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-23T20:29:19.673069] [INFO ] [sig       ] PFO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:19.809948] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFO.txt
[2025-12-23T20:29:19.810100] [INFO ] [sig       ] [2492/3557] Completed PFO in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:19.810139] [INFO ] [sig       ] [2493/3557] Forecasting PFS...
[2025-12-23T20:29:19.810169] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-23T20:29:19.810199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-23T20:29:19.821385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-23T20:29:19.821708] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-23T20:29:19.822447] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-23T20:29:19.822499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:19.822531] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:19.822558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:19.822640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:19.877529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:19.878198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:19.878274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:19.878306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:19.996223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:19.996379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:19.996419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:19.996447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:19.999784] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-23T20:29:20.000067] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-23T20:29:20.000191] [INFO ] [sig       ] PFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:20.140927] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PFS.txt
[2025-12-23T20:29:20.141068] [INFO ] [sig       ] [2493/3557] Completed PFS in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:20.141108] [INFO ] [sig       ] [2494/3557] Forecasting PFSI...
[2025-12-23T20:29:20.141137] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-23T20:29:20.141167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-23T20:29:20.152486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-23T20:29:20.152806] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-23T20:29:20.153549] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-23T20:29:20.153628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:20.153660] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:20.153687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:20.153742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:20.209947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:20.210856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:20.210935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:20.210968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:20.328361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:20.328518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:20.328559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:20.328639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:20.331991] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-23T20:29:20.332254] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-23T20:29:20.332376] [INFO ] [sig       ] PFSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:20.470134] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PFSI.txt
[2025-12-23T20:29:20.470261] [INFO ] [sig       ] [2494/3557] Completed PFSI in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:20.470301] [INFO ] [sig       ] [2495/3557] Forecasting PGC...
[2025-12-23T20:29:20.470330] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-23T20:29:20.470360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-23T20:29:20.481855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-23T20:29:20.482124] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-23T20:29:20.482874] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-23T20:29:20.482927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:20.482958] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:20.482984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:20.483039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:20.538938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:20.539831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:20.539912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:20.539943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:20.660296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:20.660452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:20.660508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:20.660538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:20.663858] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-23T20:29:20.664123] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-23T20:29:20.664246] [INFO ] [sig       ] PGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:20.811198] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PGC.txt
[2025-12-23T20:29:20.811360] [INFO ] [sig       ] [2495/3557] Completed PGC in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:20.811407] [INFO ] [sig       ] [2496/3557] Forecasting PGEN...
[2025-12-23T20:29:20.811438] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-23T20:29:20.811469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-23T20:29:20.824542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-23T20:29:20.824937] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-23T20:29:20.825918] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-23T20:29:20.825980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:20.826028] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:20.826070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:20.826130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:20.887912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:20.888834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:20.888922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:20.888955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:21.016517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:21.016696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:21.016738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:21.016768] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:21.020593] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-23T20:29:21.020883] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-23T20:29:21.021013] [INFO ] [sig       ] PGEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:21.166207] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGEN.txt
[2025-12-23T20:29:21.166379] [INFO ] [sig       ] [2496/3557] Completed PGEN in 0.4s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:21.166422] [INFO ] [sig       ] [2497/3557] Forecasting PGJ...
[2025-12-23T20:29:21.166451] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-23T20:29:21.166481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-23T20:29:21.178390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-23T20:29:21.178697] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-23T20:29:21.179489] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-23T20:29:21.179543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:21.179592] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:21.179621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:21.179678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:21.237387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:21.238122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:21.238202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:21.238235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:21.360742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:21.360895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:21.360937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:21.360965] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:21.364310] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-23T20:29:21.364596] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-23T20:29:21.364722] [INFO ] [sig       ] PGJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:21.502277] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGJ.txt
[2025-12-23T20:29:21.502413] [INFO ] [sig       ] [2497/3557] Completed PGJ in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:21.502452] [INFO ] [sig       ] [2498/3557] Forecasting PGNY...
[2025-12-23T20:29:21.502481] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-23T20:29:21.502510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-23T20:29:21.514120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-23T20:29:21.514411] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-23T20:29:21.515177] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-23T20:29:21.515229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:21.515261] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:21.515287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:21.515344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:21.571138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:21.571856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:21.571943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:21.571992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:21.687148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:21.687304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:21.687344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:21.687373] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:21.690718] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-23T20:29:21.690990] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-23T20:29:21.691115] [INFO ] [sig       ] PGNY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:21.839277] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGNY.txt
[2025-12-23T20:29:21.839491] [INFO ] [sig       ] [2498/3557] Completed PGNY in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:21.839544] [INFO ] [sig       ] [2499/3557] Forecasting PGP...
[2025-12-23T20:29:21.839600] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-23T20:29:21.839633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-23T20:29:21.850640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-23T20:29:21.850985] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-23T20:29:21.851751] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-23T20:29:21.851812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:21.851856] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:21.851884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:21.851939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:21.909278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:21.909979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:21.910069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:21.910102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:22.024341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:22.024497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:22.024541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:22.024590] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:22.028012] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-23T20:29:22.028286] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-23T20:29:22.028414] [INFO ] [sig       ] PGP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:22.169400] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGP.txt
[2025-12-23T20:29:22.169556] [INFO ] [sig       ] [2499/3557] Completed PGP in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-23T20:29:22.169617] [INFO ] [sig       ] [2500/3557] Forecasting PGY...
[2025-12-23T20:29:22.169649] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-23T20:29:22.169681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-23T20:29:22.182519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-23T20:29:22.182894] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-23T20:29:22.183830] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-23T20:29:22.183893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:22.183932] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:22.183965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:22.184051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:22.248156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:22.249010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:22.249090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:22.249122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:22.367154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:22.367303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:22.367343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:22.367371] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:22.370699] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-23T20:29:22.370970] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-23T20:29:22.371091] [INFO ] [sig       ] PGY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:22.509917] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGY.txt
[2025-12-23T20:29:22.510045] [INFO ] [sig       ] [2500/3557] Completed PGY in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:22.510085] [INFO ] [sig       ] [2501/3557] Forecasting PGZ...
[2025-12-23T20:29:22.510116] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-23T20:29:22.510147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-23T20:29:22.521617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-23T20:29:22.521926] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-23T20:29:22.522691] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-23T20:29:22.522743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:22.522774] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:22.522801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:22.522857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:22.579181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:22.579898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:22.580025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:22.580059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:22.697138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:22.697291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:22.697332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:22.697361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:22.700821] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-12-23T20:29:22.701116] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-23T20:29:22.701257] [INFO ] [sig       ] PGZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:22.844959] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PGZ.txt
[2025-12-23T20:29:22.845091] [INFO ] [sig       ] [2501/3557] Completed PGZ in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:22.845130] [INFO ] [sig       ] [2502/3557] Forecasting PH...
[2025-12-23T20:29:22.845161] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-23T20:29:22.845193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-23T20:29:22.856997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-23T20:29:22.857310] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-23T20:29:22.858105] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-23T20:29:22.858160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:22.858192] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:22.858219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:22.858276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:22.916757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:22.917475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:22.917557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:22.917609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:23.036928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:23.037094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:23.037136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:23.037165] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:23.040628] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-23T20:29:23.040904] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-23T20:29:23.041029] [INFO ] [sig       ] PH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:23.180547] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PH.txt
[2025-12-23T20:29:23.180703] [INFO ] [sig       ] [2502/3557] Completed PH in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:23.180742] [INFO ] [sig       ] [2503/3557] Forecasting PHG...
[2025-12-23T20:29:23.180778] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-23T20:29:23.180807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-23T20:29:23.192864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-23T20:29:23.193187] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-23T20:29:23.193973] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-23T20:29:23.194025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:23.194057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:23.194086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:23.194143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:23.250077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:23.250796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:23.250872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:23.250904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:23.371062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:23.371229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:23.371268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:23.371296] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:23.374665] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-12-23T20:29:23.374938] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-23T20:29:23.375066] [INFO ] [sig       ] PHG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:23.517810] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PHG.txt
[2025-12-23T20:29:23.517964] [INFO ] [sig       ] [2503/3557] Completed PHG in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:23.518012] [INFO ] [sig       ] [2504/3557] Forecasting PHI...
[2025-12-23T20:29:23.518050] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-23T20:29:23.518086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-23T20:29:23.530008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-23T20:29:23.530364] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-23T20:29:23.531173] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-23T20:29:23.531228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:23.531261] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:23.531288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:23.531344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:23.588024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:23.588929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:23.589061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:23.589105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:23.704874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:23.705030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:23.705072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:23.705100] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:23.708398] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-23T20:29:23.708688] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-23T20:29:23.708811] [INFO ] [sig       ] PHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:23.849110] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PHI.txt
[2025-12-23T20:29:23.849309] [INFO ] [sig       ] [2504/3557] Completed PHI in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:23.849350] [INFO ] [sig       ] [2505/3557] Forecasting PHIN...
[2025-12-23T20:29:23.849379] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-23T20:29:23.849407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-23T20:29:23.860893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-23T20:29:23.861181] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-23T20:29:23.861945] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-23T20:29:23.861998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:23.862030] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:23.862056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:23.862112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:23.917965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:23.918618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:23.918693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:23.918725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:24.039673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:24.039834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:24.039873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:24.039902] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:24.043218] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-23T20:29:24.043493] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-23T20:29:24.043632] [INFO ] [sig       ] PHIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:24.182254] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PHIN.txt
[2025-12-23T20:29:24.182376] [INFO ] [sig       ] [2505/3557] Completed PHIN in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:24.182415] [INFO ] [sig       ] [2506/3557] Forecasting PHIO...
[2025-12-23T20:29:24.182444] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-23T20:29:24.182473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-23T20:29:24.194365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-23T20:29:24.194666] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-23T20:29:24.195407] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-23T20:29:24.195459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:24.195490] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:24.195516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:24.195588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:24.252353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:24.253007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:24.253081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:24.253113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:24.378219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:24.378382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:24.378424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:24.378468] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:24.381979] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2025-12-23T20:29:24.382277] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-23T20:29:24.382617] [INFO ] [sig       ] PHIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:24.526528] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PHIO.txt
[2025-12-23T20:29:24.526766] [INFO ] [sig       ] [2506/3557] Completed PHIO in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:24.526829] [INFO ] [sig       ] [2507/3557] Forecasting PHK...
[2025-12-23T20:29:24.526873] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-23T20:29:24.526917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-23T20:29:24.541307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-23T20:29:24.541825] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-23T20:29:24.542784] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-23T20:29:24.542844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:24.542882] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:24.542914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:24.542989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:24.604067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:24.604959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:24.605044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:24.605076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:24.745004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:24.745166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:24.745207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:24.745237] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:24.748737] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-23T20:29:24.749055] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-23T20:29:24.749210] [INFO ] [sig       ] PHK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:24.895543] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PHK.txt
[2025-12-23T20:29:24.895721] [INFO ] [sig       ] [2507/3557] Completed PHK in 0.4s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-23T20:29:24.895763] [INFO ] [sig       ] [2508/3557] Forecasting PHM...
[2025-12-23T20:29:24.895793] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-23T20:29:24.895822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-23T20:29:24.909738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-23T20:29:24.910156] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-23T20:29:24.911059] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-23T20:29:24.911114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:24.911176] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:24.911204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:24.911269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:24.970744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:24.971652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:24.971738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:24.971771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:25.090490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:25.090669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:25.090711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:25.090739] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:25.094070] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-23T20:29:25.094343] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-23T20:29:25.094468] [INFO ] [sig       ] PHM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:25.232498] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PHM.txt
[2025-12-23T20:29:25.232659] [INFO ] [sig       ] [2508/3557] Completed PHM in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:25.232723] [INFO ] [sig       ] [2509/3557] Forecasting PHO...
[2025-12-23T20:29:25.232754] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-23T20:29:25.232784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-23T20:29:25.245652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-23T20:29:25.246008] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-23T20:29:25.246993] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-23T20:29:25.247056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:25.247097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:25.247132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:25.247207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:25.316720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:25.317566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:25.317667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:25.317700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:25.446291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:25.446446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:25.446485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:25.446515] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:25.449928] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-23T20:29:25.450201] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-23T20:29:25.450323] [INFO ] [sig       ] PHO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:25.590287] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PHO.txt
[2025-12-23T20:29:25.590418] [INFO ] [sig       ] [2509/3557] Completed PHO in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:25.590459] [INFO ] [sig       ] [2510/3557] Forecasting PHUN...
[2025-12-23T20:29:25.590490] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-23T20:29:25.590520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-23T20:29:25.601406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-23T20:29:25.601771] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-23T20:29:25.602620] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-23T20:29:25.602676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:25.602709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:25.602737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:25.602807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:25.661342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:25.662212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:25.662293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:25.662325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:25.780970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:25.781120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:25.781158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:25.781186] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:25.784486] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-23T20:29:25.784771] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-23T20:29:25.784895] [INFO ] [sig       ] PHUN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:25.925130] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PHUN.txt
[2025-12-23T20:29:25.925315] [INFO ] [sig       ] [2510/3557] Completed PHUN in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:25.925356] [INFO ] [sig       ] [2511/3557] Forecasting PHVS...
[2025-12-23T20:29:25.925386] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-23T20:29:25.925415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-23T20:29:25.936885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-23T20:29:25.937241] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-23T20:29:25.938017] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-23T20:29:25.938069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:25.938100] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:25.938126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:25.938186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:25.993681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:25.994527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:25.994631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:25.994666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:26.115684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:26.115866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:26.115908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:26.115977] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:26.119561] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-23T20:29:26.119900] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-23T20:29:26.120040] [INFO ] [sig       ] PHVS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:26.260612] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PHVS.txt
[2025-12-23T20:29:26.260817] [INFO ] [sig       ] [2511/3557] Completed PHVS in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:26.260860] [INFO ] [sig       ] [2512/3557] Forecasting PI...
[2025-12-23T20:29:26.260890] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-23T20:29:26.260920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-23T20:29:26.273812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-23T20:29:26.274194] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-23T20:29:26.275190] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-23T20:29:26.275257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:26.275289] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:26.275316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:26.275371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:26.333506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:26.334369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:26.334453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:26.334484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:26.460222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:26.460377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:26.460419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:26.460448] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:26.464087] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-23T20:29:26.464377] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-23T20:29:26.464509] [INFO ] [sig       ] PI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:26.627381] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PI.txt
[2025-12-23T20:29:26.627612] [INFO ] [sig       ] [2512/3557] Completed PI in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:26.627673] [INFO ] [sig       ] [2513/3557] Forecasting PID...
[2025-12-23T20:29:26.627720] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-23T20:29:26.627760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-23T20:29:26.641326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-23T20:29:26.641823] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-23T20:29:26.642885] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-23T20:29:26.642955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:26.642999] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:26.643037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:26.643118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:26.707384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:26.708288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:26.708375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:26.708409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:26.829014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:26.829192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:26.829235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:26.829264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:26.832640] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-23T20:29:26.832914] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-23T20:29:26.833040] [INFO ] [sig       ] PID: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:26.980057] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PID.txt
[2025-12-23T20:29:26.980264] [INFO ] [sig       ] [2513/3557] Completed PID in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:26.980319] [INFO ] [sig       ] [2514/3557] Forecasting PIE...
[2025-12-23T20:29:26.980365] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-23T20:29:26.980411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-23T20:29:26.992259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-23T20:29:26.992711] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-23T20:29:26.993637] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-23T20:29:26.993705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:26.993738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:26.993766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:26.993826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:27.054830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:27.055722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:27.055817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:27.055851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:27.173462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:27.173624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:27.173664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:27.173694] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:27.176993] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-23T20:29:27.177260] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-23T20:29:27.177381] [INFO ] [sig       ] PIE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:27.315467] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PIE.txt
[2025-12-23T20:29:27.315627] [INFO ] [sig       ] [2514/3557] Completed PIE in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:27.315670] [INFO ] [sig       ] [2515/3557] Forecasting PII...
[2025-12-23T20:29:27.315701] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-23T20:29:27.315730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-23T20:29:27.326267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-23T20:29:27.326544] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-23T20:29:27.327304] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-23T20:29:27.327356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:27.327387] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:27.327414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:27.327469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:27.382890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:27.383522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:27.383614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:27.383648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:27.498166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:27.498306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:27.498344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:27.498372] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:27.501660] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-23T20:29:27.501929] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-23T20:29:27.502052] [INFO ] [sig       ] PII: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:27.640850] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PII.txt
[2025-12-23T20:29:27.641007] [INFO ] [sig       ] [2515/3557] Completed PII in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:27.641055] [INFO ] [sig       ] [2516/3557] Forecasting PIM...
[2025-12-23T20:29:27.641085] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-23T20:29:27.641115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-23T20:29:27.651842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-23T20:29:27.652216] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-23T20:29:27.652998] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-23T20:29:27.653050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:27.653081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:27.653107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:27.653162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:27.709010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:27.709915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:27.710001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:27.710033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:27.823869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:27.824027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:27.824066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:27.824095] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:27.827455] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-23T20:29:27.827743] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-23T20:29:27.827866] [INFO ] [sig       ] PIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:27.966290] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PIM.txt
[2025-12-23T20:29:27.966452] [INFO ] [sig       ] [2516/3557] Completed PIM in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:27.966494] [INFO ] [sig       ] [2517/3557] Forecasting PINE...
[2025-12-23T20:29:27.966524] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-23T20:29:27.966552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-23T20:29:27.980702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-23T20:29:27.981083] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-23T20:29:27.982000] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-23T20:29:27.982065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:27.982108] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:27.982141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:27.982216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:28.048565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:28.049470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:28.049555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:28.049620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:28.169892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:28.170047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:28.170088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:28.170117] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:28.174042] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-23T20:29:28.174352] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-23T20:29:28.174487] [INFO ] [sig       ] PINE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:28.323792] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PINE.txt
[2025-12-23T20:29:28.323952] [INFO ] [sig       ] [2517/3557] Completed PINE in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-23T20:29:28.323994] [INFO ] [sig       ] [2518/3557] Forecasting PINS...
[2025-12-23T20:29:28.324024] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-23T20:29:28.324052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-23T20:29:28.334973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-23T20:29:28.335242] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-23T20:29:28.336023] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-23T20:29:28.336075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:28.336105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:28.336131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:28.336186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:28.391983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:28.392767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:28.392908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:28.392944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:28.514263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:28.514418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:28.514458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:28.514488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:28.517833] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-12-23T20:29:28.518110] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-23T20:29:28.518235] [INFO ] [sig       ] PINS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:28.657846] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PINS.txt
[2025-12-23T20:29:28.658004] [INFO ] [sig       ] [2518/3557] Completed PINS in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:28.658044] [INFO ] [sig       ] [2519/3557] Forecasting PK...
[2025-12-23T20:29:28.658074] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-23T20:29:28.658105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-23T20:29:28.668973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-23T20:29:28.669283] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-23T20:29:28.670059] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-23T20:29:28.670112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:28.670144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:28.670170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:28.670226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:28.725781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:28.726640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:28.726722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:28.726753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:28.847723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:28.847888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:28.847947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:28.847978] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:28.851462] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-23T20:29:28.851790] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-23T20:29:28.851925] [INFO ] [sig       ] PK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:28.993966] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PK.txt
[2025-12-23T20:29:28.994128] [INFO ] [sig       ] [2519/3557] Completed PK in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:28.994169] [INFO ] [sig       ] [2520/3557] Forecasting PKBK...
[2025-12-23T20:29:28.994199] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-23T20:29:28.994229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-23T20:29:29.005402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-23T20:29:29.005756] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-23T20:29:29.006673] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-23T20:29:29.006726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:29.006759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:29.006786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:29.006842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:29.061968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:29.062563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:29.062659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:29.062691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:29.174542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:29.174724] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:29:29.174767] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:29.174796] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:29.178164] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-23T20:29:29.178446] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-23T20:29:29.178604] [INFO ] [sig       ] PKBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:29.317914] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PKBK.txt
[2025-12-23T20:29:29.318044] [INFO ] [sig       ] [2520/3557] Completed PKBK in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:29.318083] [INFO ] [sig       ] [2521/3557] Forecasting PKE...
[2025-12-23T20:29:29.318112] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-23T20:29:29.318141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-23T20:29:29.329228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-23T20:29:29.329520] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-23T20:29:29.330298] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-23T20:29:29.330351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:29.330383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:29.330409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:29.330464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:29.386209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:29.386858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:29.386934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:29.386965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:29.504751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:29.504875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:29.504912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:29.504940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:29.508148] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-23T20:29:29.508417] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-23T20:29:29.508539] [INFO ] [sig       ] PKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:29.646688] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PKE.txt
[2025-12-23T20:29:29.646828] [INFO ] [sig       ] [2521/3557] Completed PKE in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:29.646868] [INFO ] [sig       ] [2522/3557] Forecasting PKG...
[2025-12-23T20:29:29.646897] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-23T20:29:29.646925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-23T20:29:29.659025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-23T20:29:29.659415] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-23T20:29:29.660263] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-23T20:29:29.660319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:29.660353] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:29.660381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:29.660437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:29.717811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:29.718775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:29.718866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:29.718900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:29.850630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:29.850782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:29.850822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:29.850851] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:29.854167] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-23T20:29:29.854443] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-23T20:29:29.854568] [INFO ] [sig       ] PKG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:29.992960] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PKG.txt
[2025-12-23T20:29:29.993121] [INFO ] [sig       ] [2522/3557] Completed PKG in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:29.993161] [INFO ] [sig       ] [2523/3557] Forecasting PKOH...
[2025-12-23T20:29:29.993191] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-23T20:29:29.993220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-23T20:29:30.004898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-23T20:29:30.005277] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-23T20:29:30.006184] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-23T20:29:30.006237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:30.006280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:30.006308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:30.006364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:30.061948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:30.062802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:30.062882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:30.062914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:30.176711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:30.176870] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:29:30.176909] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:30.176938] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:30.180291] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-23T20:29:30.180589] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-23T20:29:30.180716] [INFO ] [sig       ] PKOH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:30.321169] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PKOH.txt
[2025-12-23T20:29:30.321341] [INFO ] [sig       ] [2523/3557] Completed PKOH in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:30.321388] [INFO ] [sig       ] [2524/3557] Forecasting PKX...
[2025-12-23T20:29:30.321416] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-23T20:29:30.321445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-23T20:29:30.333373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-23T20:29:30.333707] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-23T20:29:30.334453] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-23T20:29:30.334505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:30.334536] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:30.334563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:30.334646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:30.390749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:30.391599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:30.391679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:30.391711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:30.509210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:30.509302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:30.509337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:30.509365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:30.512382] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-23T20:29:30.512663] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-23T20:29:30.512782] [INFO ] [sig       ] PKX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:30.653353] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PKX.txt
[2025-12-23T20:29:30.653502] [INFO ] [sig       ] [2524/3557] Completed PKX in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:30.653542] [INFO ] [sig       ] [2525/3557] Forecasting PL...
[2025-12-23T20:29:30.653587] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-23T20:29:30.653620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-23T20:29:30.665060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-23T20:29:30.665330] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-23T20:29:30.666088] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-23T20:29:30.666140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:30.666214] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:30.666242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:30.666298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:30.721988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:30.722558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:30.722667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:30.722701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:30.840021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:30.840134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:30.840169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:30.840197] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:30.843328] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-23T20:29:30.843604] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-23T20:29:30.843729] [INFO ] [sig       ] PL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:30.980429] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PL.txt
[2025-12-23T20:29:30.980536] [INFO ] [sig       ] [2525/3557] Completed PL in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-23T20:29:30.980591] [INFO ] [sig       ] [2526/3557] Forecasting PLAB...
[2025-12-23T20:29:30.980622] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-23T20:29:30.980652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-23T20:29:30.991823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-23T20:29:30.992092] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-23T20:29:30.992855] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-23T20:29:30.992906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:30.992936] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:30.992962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:30.993018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:31.048496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:31.049084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:31.049160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:31.049210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:31.171211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:31.171336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:31.171379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:31.171411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:31.174539] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-23T20:29:31.174819] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-23T20:29:31.174941] [INFO ] [sig       ] PLAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:31.314228] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLAB.txt
[2025-12-23T20:29:31.314340] [INFO ] [sig       ] [2526/3557] Completed PLAB in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:31.314377] [INFO ] [sig       ] [2527/3557] Forecasting PLAY...
[2025-12-23T20:29:31.314412] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-23T20:29:31.314441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-23T20:29:31.325496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-23T20:29:31.325803] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-23T20:29:31.326538] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-23T20:29:31.326608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:31.326641] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:31.326668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:31.326724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:31.381890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:31.382460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:31.382535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:31.382566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:31.502560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:31.502710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:31.502749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:31.502776] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:31.506028] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-23T20:29:31.506296] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-23T20:29:31.506418] [INFO ] [sig       ] PLAY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:31.643921] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLAY.txt
[2025-12-23T20:29:31.644027] [INFO ] [sig       ] [2527/3557] Completed PLAY in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:31.644064] [INFO ] [sig       ] [2528/3557] Forecasting PLBC...
[2025-12-23T20:29:31.644093] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-23T20:29:31.644123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-23T20:29:31.654350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-23T20:29:31.654657] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-23T20:29:31.655396] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-23T20:29:31.655447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:31.655477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:31.655504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:31.655559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:31.711221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:31.711822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:31.711900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:31.711930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:31.816540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:31.816658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:31.816694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:31.816750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:31.819894] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-23T20:29:31.820161] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-23T20:29:31.820286] [INFO ] [sig       ] PLBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:31.957296] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLBC.txt
[2025-12-23T20:29:31.957429] [INFO ] [sig       ] [2528/3557] Completed PLBC in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:31.957472] [INFO ] [sig       ] [2529/3557] Forecasting PLBY...
[2025-12-23T20:29:31.957500] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-23T20:29:31.957529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-23T20:29:31.968226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-23T20:29:31.968490] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-23T20:29:31.969268] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-23T20:29:31.969321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:31.969351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:31.969378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:31.969434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:32.024389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:32.024986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:32.025061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:32.025093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:32.140701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:32.140815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:32.140852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:32.140880] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:32.144113] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-23T20:29:32.144382] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-23T20:29:32.144503] [INFO ] [sig       ] PLBY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:32.282139] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLBY.txt
[2025-12-23T20:29:32.282277] [INFO ] [sig       ] [2529/3557] Completed PLBY in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:32.282316] [INFO ] [sig       ] [2530/3557] Forecasting PLCE...
[2025-12-23T20:29:32.282346] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-23T20:29:32.282374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-23T20:29:32.293985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-23T20:29:32.294336] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-23T20:29:32.295175] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-23T20:29:32.295231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:32.295266] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:32.295293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:32.295351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:32.351482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:32.352090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:32.352165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:32.352196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:32.472255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:32.472419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:32.472459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:32.472505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:32.475977] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-23T20:29:32.476301] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-23T20:29:32.476435] [INFO ] [sig       ] PLCE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:32.615525] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLCE.txt
[2025-12-23T20:29:32.615721] [INFO ] [sig       ] [2530/3557] Completed PLCE in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:32.615786] [INFO ] [sig       ] [2531/3557] Forecasting PLD...
[2025-12-23T20:29:32.615817] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-23T20:29:32.615848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-23T20:29:32.627384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-23T20:29:32.627689] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-23T20:29:32.628492] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-23T20:29:32.628546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:32.628604] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:32.628638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:32.628696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:32.684056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:32.684647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:32.684721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:32.684770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:32.807167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:32.807295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:32.807332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:32.807361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:32.810601] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-23T20:29:32.810864] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-23T20:29:32.810986] [INFO ] [sig       ] PLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:32.948068] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLD.txt
[2025-12-23T20:29:32.948183] [INFO ] [sig       ] [2531/3557] Completed PLD in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:32.948220] [INFO ] [sig       ] [2532/3557] Forecasting PLPC...
[2025-12-23T20:29:32.948250] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-23T20:29:32.948278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-23T20:29:32.959713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-23T20:29:32.960011] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-23T20:29:32.960834] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-23T20:29:32.960888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:32.960922] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:32.960949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:32.961007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:33.016559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:33.017155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:33.017230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:33.017274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:33.127474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:33.127611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:33.127650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:33.127678] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:33.130883] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-23T20:29:33.131148] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-23T20:29:33.131268] [INFO ] [sig       ] PLPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:33.269061] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLPC.txt
[2025-12-23T20:29:33.269191] [INFO ] [sig       ] [2532/3557] Completed PLPC in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:33.269238] [INFO ] [sig       ] [2533/3557] Forecasting PLRX...
[2025-12-23T20:29:33.269268] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-23T20:29:33.269303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-23T20:29:33.280741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-23T20:29:33.281029] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-23T20:29:33.281854] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-23T20:29:33.281908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:33.281941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:33.281968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:33.282026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:33.341854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:33.342546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:33.342660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:33.342694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:33.458377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:33.458492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:33.458529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:33.458558] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:33.461753] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-23T20:29:33.462015] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-23T20:29:33.462136] [INFO ] [sig       ] PLRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:33.601007] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLRX.txt
[2025-12-23T20:29:33.601163] [INFO ] [sig       ] [2533/3557] Completed PLRX in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:33.601204] [INFO ] [sig       ] [2534/3557] Forecasting PLSE...
[2025-12-23T20:29:33.601233] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-23T20:29:33.601264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-23T20:29:33.612889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-23T20:29:33.613224] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-23T20:29:33.614020] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-23T20:29:33.614076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:33.614108] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:33.614147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:33.614203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:33.669924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:33.670793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:33.670871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:33.670903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:33.787463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:33.787591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:33.787629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:33.787656] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:33.790814] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-12-23T20:29:33.791077] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-23T20:29:33.791196] [INFO ] [sig       ] PLSE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:33.928837] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLSE.txt
[2025-12-23T20:29:33.928947] [INFO ] [sig       ] [2534/3557] Completed PLSE in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-23T20:29:33.928985] [INFO ] [sig       ] [2535/3557] Forecasting PLTK...
[2025-12-23T20:29:33.929014] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-23T20:29:33.929042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-23T20:29:33.939731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-23T20:29:33.940007] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-23T20:29:33.940772] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-23T20:29:33.940829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:33.940868] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:33.940902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:33.940971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:33.997094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:33.997720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:33.997820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:33.997852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:34.113416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:34.113532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:34.113586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:34.113617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:34.116803] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-23T20:29:34.117067] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-23T20:29:34.117189] [INFO ] [sig       ] PLTK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:34.260127] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLTK.txt
[2025-12-23T20:29:34.260259] [INFO ] [sig       ] [2535/3557] Completed PLTK in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:34.260299] [INFO ] [sig       ] [2536/3557] Forecasting PLUG...
[2025-12-23T20:29:34.260330] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-23T20:29:34.260362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-23T20:29:34.271229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-23T20:29:34.271508] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-23T20:29:34.272313] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-23T20:29:34.272371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:34.272403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:34.272431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:34.272488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:34.332272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:34.333244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:34.333345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:34.333393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:34.464146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:34.464271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:34.464311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:34.464342] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:34.467740] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-23T20:29:34.468013] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-23T20:29:34.468137] [INFO ] [sig       ] PLUG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:34.612816] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLUG.txt
[2025-12-23T20:29:34.612941] [INFO ] [sig       ] [2536/3557] Completed PLUG in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:34.612980] [INFO ] [sig       ] [2537/3557] Forecasting PLUS...
[2025-12-23T20:29:34.613009] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-23T20:29:34.613036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-23T20:29:34.623971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-23T20:29:34.624240] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-23T20:29:34.625002] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-23T20:29:34.625055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:34.625086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:34.625112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:34.625167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:34.681628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:34.682472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:34.682555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:34.682607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:34.804020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:34.804165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:34.804206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:34.804233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:34.807563] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-23T20:29:34.807847] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-23T20:29:34.807970] [INFO ] [sig       ] PLUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:34.952212] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PLUS.txt
[2025-12-23T20:29:34.952327] [INFO ] [sig       ] [2537/3557] Completed PLUS in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:34.952365] [INFO ] [sig       ] [2538/3557] Forecasting PLXS...
[2025-12-23T20:29:34.952394] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-23T20:29:34.952430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-23T20:29:34.964219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-23T20:29:34.964587] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-23T20:29:34.965348] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-23T20:29:34.965400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:34.965432] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:34.965459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:34.965515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:35.021503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:35.022358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:35.022441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:35.022473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:35.142133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:35.142291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:35.142331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:35.142361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:35.145709] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=47.63%)
[2025-12-23T20:29:35.145983] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-23T20:29:35.146106] [INFO ] [sig       ] PLXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:35.285147] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLXS.txt
[2025-12-23T20:29:35.285332] [INFO ] [sig       ] [2538/3557] Completed PLXS in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:35.285374] [INFO ] [sig       ] [2539/3557] Forecasting PLYM...
[2025-12-23T20:29:35.285404] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-23T20:29:35.285433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-23T20:29:35.296884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-23T20:29:35.297241] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-23T20:29:35.298062] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-23T20:29:35.298116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:35.298149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:35.298177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:35.298234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:35.354797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:35.355562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:35.355659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:35.355691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:35.476029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:35.476188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:35.476228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:35.476257] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:35.479668] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-12-23T20:29:35.479957] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-23T20:29:35.480086] [INFO ] [sig       ] PLYM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:35.623147] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PLYM.txt
[2025-12-23T20:29:35.623305] [INFO ] [sig       ] [2539/3557] Completed PLYM in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:35.623346] [INFO ] [sig       ] [2540/3557] Forecasting PM...
[2025-12-23T20:29:35.623376] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-23T20:29:35.623406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-23T20:29:35.635309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-23T20:29:35.635738] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-23T20:29:35.636526] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-23T20:29:35.636599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:35.636632] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:35.636659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:35.636715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:35.693221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:35.694073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:35.694194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:35.694229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:35.815504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:35.815680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:35.815722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:35.815751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:35.819114] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-23T20:29:35.819421] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-23T20:29:35.819552] [INFO ] [sig       ] PM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:35.955210] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PM.txt
[2025-12-23T20:29:35.955339] [INFO ] [sig       ] [2540/3557] Completed PM in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:35.955384] [INFO ] [sig       ] [2541/3557] Forecasting PMAX...
[2025-12-23T20:29:35.955413] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-23T20:29:35.955442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-23T20:29:35.966348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-23T20:29:35.966659] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-23T20:29:35.967402] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-23T20:29:35.967454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:35.967485] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:35.967511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:35.967566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:36.022861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:36.023523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:36.023617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:36.023651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:36.140111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:36.140256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:36.140295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:36.140324] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:36.143630] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-23T20:29:36.143900] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-23T20:29:36.144021] [INFO ] [sig       ] PMAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:36.280301] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PMAX.txt
[2025-12-23T20:29:36.280450] [INFO ] [sig       ] [2541/3557] Completed PMAX in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:36.280490] [INFO ] [sig       ] [2542/3557] Forecasting PML...
[2025-12-23T20:29:36.280518] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-23T20:29:36.280547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-23T20:29:36.292035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-23T20:29:36.292347] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-23T20:29:36.293152] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-23T20:29:36.293206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:36.293274] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:36.293304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:36.293361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:36.352589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:36.353424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:36.353502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:36.353535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:36.470940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:36.471092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:36.471129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:36.471158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:36.474460] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-23T20:29:36.474759] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-23T20:29:36.474884] [INFO ] [sig       ] PML: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:36.611610] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PML.txt
[2025-12-23T20:29:36.611748] [INFO ] [sig       ] [2542/3557] Completed PML in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:36.611788] [INFO ] [sig       ] [2543/3557] Forecasting PMM...
[2025-12-23T20:29:36.611817] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-23T20:29:36.611846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-23T20:29:36.623732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-23T20:29:36.624113] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-23T20:29:36.624908] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-23T20:29:36.624962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:36.624993] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:36.625019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:36.625074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:36.681402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:36.682264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:36.682349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:36.682381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:36.797804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:36.797976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:36.798018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:36.798045] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:36.801426] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-23T20:29:36.801717] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-23T20:29:36.801841] [INFO ] [sig       ] PMM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:36.939052] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PMM.txt
[2025-12-23T20:29:36.939213] [INFO ] [sig       ] [2543/3557] Completed PMM in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-23T20:29:36.939254] [INFO ] [sig       ] [2544/3557] Forecasting PMO...
[2025-12-23T20:29:36.939282] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-23T20:29:36.939312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-23T20:29:36.950639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-23T20:29:36.950952] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-23T20:29:36.951745] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-23T20:29:36.951797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:36.951828] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:36.951853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:36.951908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:37.007813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:37.008491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:37.008569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:37.008620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:37.124300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:37.124450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:37.124491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:37.124520] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:37.127844] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-12-23T20:29:37.128140] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-23T20:29:37.128272] [INFO ] [sig       ] PMO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:37.265760] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PMO.txt
[2025-12-23T20:29:37.265898] [INFO ] [sig       ] [2544/3557] Completed PMO in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:37.265936] [INFO ] [sig       ] [2545/3557] Forecasting PMTS...
[2025-12-23T20:29:37.265967] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-23T20:29:37.265997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-23T20:29:37.277137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-23T20:29:37.277489] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-23T20:29:37.278496] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-23T20:29:37.278559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:37.278622] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:37.278651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:37.278707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:37.334621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:37.335330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:37.335409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:37.335441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:37.460699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:37.460853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:37.460895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:37.460980] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:37.464383] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-23T20:29:37.464687] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-23T20:29:37.464816] [INFO ] [sig       ] PMTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:37.606366] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PMTS.txt
[2025-12-23T20:29:37.606511] [INFO ] [sig       ] [2545/3557] Completed PMTS in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:37.606553] [INFO ] [sig       ] [2546/3557] Forecasting PMVP...
[2025-12-23T20:29:37.606599] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-23T20:29:37.606631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-23T20:29:37.619299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-23T20:29:37.619722] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-23T20:29:37.620526] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-23T20:29:37.620597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:37.620635] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:37.620662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:37.620718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:37.676287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:37.677052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:37.677154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:37.677189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:37.799402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:37.799558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:37.799616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:37.799646] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:37.803052] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-23T20:29:37.803336] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-23T20:29:37.803464] [INFO ] [sig       ] PMVP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:37.942982] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PMVP.txt
[2025-12-23T20:29:37.943112] [INFO ] [sig       ] [2546/3557] Completed PMVP in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:37.943151] [INFO ] [sig       ] [2547/3557] Forecasting PNC...
[2025-12-23T20:29:37.943180] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-23T20:29:37.943209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-23T20:29:37.954050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-23T20:29:37.954338] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-23T20:29:37.955101] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-23T20:29:37.955163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:37.955195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:37.955223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:37.955279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:38.010607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:38.011445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:38.011527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:38.011559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:38.133813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:38.133964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:38.134003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:38.134032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:38.137375] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-23T20:29:38.137681] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-23T20:29:38.137813] [INFO ] [sig       ] PNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:38.284986] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PNC.txt
[2025-12-23T20:29:38.285143] [INFO ] [sig       ] [2547/3557] Completed PNC in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:38.285184] [INFO ] [sig       ] [2548/3557] Forecasting PNFP...
[2025-12-23T20:29:38.285213] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-23T20:29:38.285244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-23T20:29:38.297165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-23T20:29:38.297447] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-23T20:29:38.298275] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-23T20:29:38.298333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:38.298370] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:38.298409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:38.298484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:38.354998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:38.355657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:38.355734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:38.355765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:38.471915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:38.472052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:38.472092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:38.472120] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:38.475398] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2025-12-23T20:29:38.475684] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-23T20:29:38.475809] [INFO ] [sig       ] PNFP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:38.613349] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PNFP.txt
[2025-12-23T20:29:38.613499] [INFO ] [sig       ] [2548/3557] Completed PNFP in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:38.613540] [INFO ] [sig       ] [2549/3557] Forecasting PNI...
[2025-12-23T20:29:38.613586] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-23T20:29:38.613620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-23T20:29:38.624643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-23T20:29:38.624973] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-23T20:29:38.625761] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-23T20:29:38.625815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:38.625848] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:38.625876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:38.625933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:38.683222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:38.683927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:38.684003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:38.684035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:38.793333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:38.793490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:38.793533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:38.793565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:38.797029] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-23T20:29:38.797306] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-23T20:29:38.797433] [INFO ] [sig       ] PNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:38.938612] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PNI.txt
[2025-12-23T20:29:38.938766] [INFO ] [sig       ] [2549/3557] Completed PNI in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:38.938824] [INFO ] [sig       ] [2550/3557] Forecasting PNQI...
[2025-12-23T20:29:38.938857] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-23T20:29:38.938886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-23T20:29:38.951203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-23T20:29:38.951567] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-23T20:29:38.952374] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-23T20:29:38.952428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:38.952459] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:38.952485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:38.952540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:39.015302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:39.016193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:39.016279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:39.016311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:39.162549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:39.162765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:39.162829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:39.162875] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:39.168086] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-23T20:29:39.168561] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-23T20:29:39.168788] [INFO ] [sig       ] PNQI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:39.368038] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PNQI.txt
[2025-12-23T20:29:39.368283] [INFO ] [sig       ] [2550/3557] Completed PNQI in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:39.368363] [INFO ] [sig       ] [2551/3557] Forecasting PNRG...
[2025-12-23T20:29:39.368419] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-23T20:29:39.368470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-23T20:29:39.385558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-23T20:29:39.386100] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-23T20:29:39.387297] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-23T20:29:39.387377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:39.387427] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:39.387471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:39.387596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:39.476141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:39.477316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:39.477468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:39.477514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:39.647242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:39.647445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:39.647500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:39.647538] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:39.653041] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=55.87%)
[2025-12-23T20:29:39.653638] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-23T20:29:39.653869] [INFO ] [sig       ] PNRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:39.885171] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PNRG.txt
[2025-12-23T20:29:39.885382] [INFO ] [sig       ] [2551/3557] Completed PNRG in 0.5s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:39.885429] [INFO ] [sig       ] [2552/3557] Forecasting PNTG...
[2025-12-23T20:29:39.885465] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-23T20:29:39.885502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-23T20:29:39.899393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-23T20:29:39.899843] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-23T20:29:39.900734] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-23T20:29:39.900795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:39.900829] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:39.900857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:39.900914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:39.963882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:39.964910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:39.965081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:39.965124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:40.107268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:40.107435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:40.107478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:40.107507] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:40.111199] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-23T20:29:40.111551] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-23T20:29:40.111747] [INFO ] [sig       ] PNTG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:40.298398] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PNTG.txt
[2025-12-23T20:29:40.298591] [INFO ] [sig       ] [2552/3557] Completed PNTG in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-23T20:29:40.298635] [INFO ] [sig       ] [2553/3557] Forecasting PODD...
[2025-12-23T20:29:40.298665] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-23T20:29:40.298695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-23T20:29:40.310781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-23T20:29:40.311189] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-23T20:29:40.312030] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-23T20:29:40.312085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:40.312117] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:40.312143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:40.312200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:40.375321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:40.376214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:40.376302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:40.376335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:40.504368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:40.504534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:40.504595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:40.504629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:40.508463] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-23T20:29:40.508787] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-23T20:29:40.508923] [INFO ] [sig       ] PODD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:40.655245] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PODD.txt
[2025-12-23T20:29:40.655409] [INFO ] [sig       ] [2553/3557] Completed PODD in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:40.655454] [INFO ] [sig       ] [2554/3557] Forecasting POOL...
[2025-12-23T20:29:40.655486] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-23T20:29:40.655515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-23T20:29:40.668888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-23T20:29:40.669366] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-23T20:29:40.670248] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-23T20:29:40.670308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:40.670340] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:40.670368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:40.670426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:40.733714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:40.734730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:40.734837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:40.734888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:40.862639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:40.862814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:40.862878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:40.862911] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:40.866422] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-23T20:29:40.866761] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-23T20:29:40.866903] [INFO ] [sig       ] POOL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:41.016519] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/POOL.txt
[2025-12-23T20:29:41.016700] [INFO ] [sig       ] [2554/3557] Completed POOL in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:41.016743] [INFO ] [sig       ] [2555/3557] Forecasting POWI...
[2025-12-23T20:29:41.016773] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-23T20:29:41.016802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-23T20:29:41.029958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-23T20:29:41.030360] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-23T20:29:41.031184] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-23T20:29:41.031240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:41.031275] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:41.031304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:41.031362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:41.088071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:41.088895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:41.088982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:41.089016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:41.207879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:41.208047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:41.208087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:41.208117] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:41.211780] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-23T20:29:41.212127] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-23T20:29:41.212272] [INFO ] [sig       ] POWI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:41.357244] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/POWI.txt
[2025-12-23T20:29:41.357431] [INFO ] [sig       ] [2555/3557] Completed POWI in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:41.357475] [INFO ] [sig       ] [2556/3557] Forecasting POWL...
[2025-12-23T20:29:41.357505] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-23T20:29:41.357534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-23T20:29:41.370094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-23T20:29:41.370478] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-23T20:29:41.371276] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-23T20:29:41.371330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:41.371362] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:41.371388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:41.371444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:41.427330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:41.428217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:41.428301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:41.428334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:41.562234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:41.562404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:41.562447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:41.562476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:41.566240] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-23T20:29:41.566643] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-23T20:29:41.566798] [INFO ] [sig       ] POWL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:41.713489] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/POWL.txt
[2025-12-23T20:29:41.713675] [INFO ] [sig       ] [2556/3557] Completed POWL in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:41.713719] [INFO ] [sig       ] [2557/3557] Forecasting PPC...
[2025-12-23T20:29:41.713748] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-23T20:29:41.713777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-23T20:29:41.726879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-23T20:29:41.727278] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-23T20:29:41.728088] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-23T20:29:41.728142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:41.728173] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:41.728200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:41.728261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:41.787244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:41.788170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:41.788259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:41.788300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:41.911658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:41.911816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:41.911856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:41.911887] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:41.915352] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-23T20:29:41.915674] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-23T20:29:41.915810] [INFO ] [sig       ] PPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:42.061222] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PPC.txt
[2025-12-23T20:29:42.061403] [INFO ] [sig       ] [2557/3557] Completed PPC in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:42.061455] [INFO ] [sig       ] [2558/3557] Forecasting PPG...
[2025-12-23T20:29:42.061492] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-23T20:29:42.061528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-23T20:29:42.074132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-23T20:29:42.074495] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-23T20:29:42.075315] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-23T20:29:42.075369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:42.075414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:42.075444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:42.075500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:42.130682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:42.131534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:42.131659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:42.131700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:42.253976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:42.254136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:42.254176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:42.254207] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:42.257646] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-23T20:29:42.257917] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-23T20:29:42.258039] [INFO ] [sig       ] PPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:42.395843] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PPG.txt
[2025-12-23T20:29:42.395985] [INFO ] [sig       ] [2558/3557] Completed PPG in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:42.396047] [INFO ] [sig       ] [2559/3557] Forecasting PPH...
[2025-12-23T20:29:42.396077] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-23T20:29:42.396106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-23T20:29:42.407784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-23T20:29:42.408125] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-23T20:29:42.408929] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-23T20:29:42.408982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:42.409050] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:42.409088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:42.409198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:42.465381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:42.466246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:42.466330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:42.466362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:42.584044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:42.584209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:42.584251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:42.584280] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:42.587716] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-23T20:29:42.588007] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-23T20:29:42.588142] [INFO ] [sig       ] PPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:42.725676] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PPH.txt
[2025-12-23T20:29:42.725816] [INFO ] [sig       ] [2559/3557] Completed PPH in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-23T20:29:42.725854] [INFO ] [sig       ] [2560/3557] Forecasting PPIH...
[2025-12-23T20:29:42.725885] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-23T20:29:42.725914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-23T20:29:42.737435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-23T20:29:42.737818] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-23T20:29:42.738644] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-23T20:29:42.738699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:42.738731] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:42.738757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:42.738813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:42.793775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:42.794448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:42.794524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:42.794556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:42.915025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:42.915183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:42.915234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:42.915265] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:42.918732] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-23T20:29:42.919011] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-23T20:29:42.919134] [INFO ] [sig       ] PPIH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:43.057917] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PPIH.txt
[2025-12-23T20:29:43.058069] [INFO ] [sig       ] [2560/3557] Completed PPIH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:43.058110] [INFO ] [sig       ] [2561/3557] Forecasting PPL...
[2025-12-23T20:29:43.058139] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-23T20:29:43.058169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-23T20:29:43.070002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-23T20:29:43.070354] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-23T20:29:43.071178] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-23T20:29:43.071231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:43.071264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:43.071289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:43.071344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:43.126426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:43.127232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:43.127310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:43.127343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:43.243967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:43.244126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:43.244165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:43.244192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:43.247498] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-23T20:29:43.247787] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-23T20:29:43.247913] [INFO ] [sig       ] PPL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:43.385088] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PPL.txt
[2025-12-23T20:29:43.385232] [INFO ] [sig       ] [2561/3557] Completed PPL in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:43.385272] [INFO ] [sig       ] [2562/3557] Forecasting PPSI...
[2025-12-23T20:29:43.385310] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-23T20:29:43.385341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-23T20:29:43.396791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-23T20:29:43.397149] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-23T20:29:43.397926] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-23T20:29:43.397977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:43.398008] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:43.398035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:43.398091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:43.453279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:43.454068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:43.454148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:43.454180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:43.570382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:43.570540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:43.570599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:43.570689] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:43.574126] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-23T20:29:43.574406] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-23T20:29:43.574533] [INFO ] [sig       ] PPSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:43.715431] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PPSI.txt
[2025-12-23T20:29:43.715608] [INFO ] [sig       ] [2562/3557] Completed PPSI in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:43.715658] [INFO ] [sig       ] [2563/3557] Forecasting PPTA...
[2025-12-23T20:29:43.715690] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-23T20:29:43.715720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-23T20:29:43.727879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-23T20:29:43.728222] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-23T20:29:43.729007] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-23T20:29:43.729060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:43.729092] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:43.729118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:43.729202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:43.784521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:43.785356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:43.785460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:43.785494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:43.903528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:43.903697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:43.903738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:43.903765] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:43.907078] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-23T20:29:43.907351] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-23T20:29:43.907473] [INFO ] [sig       ] PPTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:44.045827] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PPTA.txt
[2025-12-23T20:29:44.045975] [INFO ] [sig       ] [2563/3557] Completed PPTA in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:44.046015] [INFO ] [sig       ] [2564/3557] Forecasting PRA...
[2025-12-23T20:29:44.046044] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-23T20:29:44.046074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-23T20:29:44.057346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-23T20:29:44.057687] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-23T20:29:44.058435] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-23T20:29:44.058488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:44.058519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:44.058546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:44.058626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:44.114260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:44.115014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:44.115093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:44.115125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:44.231728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:44.231888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:44.231928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:44.232151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:44.235714] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-23T20:29:44.235995] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-23T20:29:44.236117] [INFO ] [sig       ] PRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:44.375563] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRA.txt
[2025-12-23T20:29:44.375739] [INFO ] [sig       ] [2564/3557] Completed PRA in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:44.375778] [INFO ] [sig       ] [2565/3557] Forecasting PRAA...
[2025-12-23T20:29:44.375808] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-23T20:29:44.375839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-23T20:29:44.388762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-23T20:29:44.389113] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-23T20:29:44.390005] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-23T20:29:44.390061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:44.390094] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:44.390120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:44.390175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:44.446168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:44.446985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:44.447069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:44.447102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:44.564638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:44.564783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:44.564825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:44.564869] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:44.568306] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-12-23T20:29:44.568604] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-23T20:29:44.568735] [INFO ] [sig       ] PRAA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:44.711641] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRAA.txt
[2025-12-23T20:29:44.711791] [INFO ] [sig       ] [2565/3557] Completed PRAA in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:44.712027] [INFO ] [sig       ] [2566/3557] Forecasting PRAX...
[2025-12-23T20:29:44.712056] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-23T20:29:44.712084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-23T20:29:44.724062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-23T20:29:44.724391] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-23T20:29:44.725173] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-23T20:29:44.725225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:44.725257] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:44.725284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:44.725342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:44.785273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:44.786181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:44.786266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:44.786299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:44.915127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:44.915279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:44.915321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:44.915350] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:44.918818] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-23T20:29:44.919096] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-23T20:29:44.919246] [INFO ] [sig       ] PRAX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:45.065040] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRAX.txt
[2025-12-23T20:29:45.065192] [INFO ] [sig       ] [2566/3557] Completed PRAX in 0.4s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:45.065234] [INFO ] [sig       ] [2567/3557] Forecasting PRCH...
[2025-12-23T20:29:45.065262] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-23T20:29:45.065293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-23T20:29:45.077189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-23T20:29:45.077506] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-23T20:29:45.078280] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-23T20:29:45.078333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:45.078365] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:45.078391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:45.078446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:45.134601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:45.135303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:45.135380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:45.135430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:45.263028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:45.263184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:45.263225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:45.263253] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:45.266725] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-23T20:29:45.266998] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-23T20:29:45.267124] [INFO ] [sig       ] PRCH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:45.413260] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRCH.txt
[2025-12-23T20:29:45.413423] [INFO ] [sig       ] [2567/3557] Completed PRCH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:45.413470] [INFO ] [sig       ] [2568/3557] Forecasting PRDO...
[2025-12-23T20:29:45.413500] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-23T20:29:45.413529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-23T20:29:45.425767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-23T20:29:45.426116] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-23T20:29:45.426934] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-23T20:29:45.426986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:45.427017] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:45.427044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:45.427105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:45.481967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:45.482702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:45.482780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:45.482812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:45.602140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:45.602298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:45.602340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:45.602370] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:45.605872] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-23T20:29:45.606193] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-23T20:29:45.606327] [INFO ] [sig       ] PRDO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:45.744228] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRDO.txt
[2025-12-23T20:29:45.744381] [INFO ] [sig       ] [2568/3557] Completed PRDO in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:45.744421] [INFO ] [sig       ] [2569/3557] Forecasting PRFZ...
[2025-12-23T20:29:45.744453] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-23T20:29:45.744484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-23T20:29:45.755819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-23T20:29:45.756116] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-23T20:29:45.756911] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-23T20:29:45.756965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:45.756997] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:45.757038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:45.757096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:45.816019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:45.816854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:45.816963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:45.816999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:45.939551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:45.939739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:45.939789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:45.939819] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:45.943490] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-12-23T20:29:45.943867] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-23T20:29:45.944002] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:46.094148] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRFZ.txt
[2025-12-23T20:29:46.094347] [INFO ] [sig       ] [2569/3557] Completed PRFZ in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-23T20:29:46.094392] [INFO ] [sig       ] [2570/3557] Forecasting PRG...
[2025-12-23T20:29:46.094424] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-23T20:29:46.094454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-23T20:29:46.106493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-23T20:29:46.106926] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-23T20:29:46.107801] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-23T20:29:46.107856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:46.107888] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:46.107914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:46.107970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:46.168699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:46.169460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:46.169552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:46.169623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:46.292799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:46.292953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:46.292993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:46.293022] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:46.296777] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-23T20:29:46.297066] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-23T20:29:46.297195] [INFO ] [sig       ] PRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:46.444238] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRG.txt
[2025-12-23T20:29:46.444380] [INFO ] [sig       ] [2570/3557] Completed PRG in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:46.444419] [INFO ] [sig       ] [2571/3557] Forecasting PRGO...
[2025-12-23T20:29:46.444449] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-23T20:29:46.444476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-23T20:29:46.456668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-23T20:29:46.457057] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-23T20:29:46.457911] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-23T20:29:46.457965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:46.457996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:46.458023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:46.458085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:46.513852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:46.514705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:46.514786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:46.514818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:46.630248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:46.630407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:46.630448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:46.630476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:46.633801] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-23T20:29:46.634074] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-23T20:29:46.634197] [INFO ] [sig       ] PRGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:46.772721] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRGO.txt
[2025-12-23T20:29:46.772851] [INFO ] [sig       ] [2571/3557] Completed PRGO in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:46.772889] [INFO ] [sig       ] [2572/3557] Forecasting PRH...
[2025-12-23T20:29:46.772918] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-23T20:29:46.772947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-23T20:29:46.783828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-23T20:29:46.784119] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-23T20:29:46.784953] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-23T20:29:46.785006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:46.785039] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:46.785065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:46.785122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:46.839962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:46.840539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:46.840645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:46.840684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:46.958554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:46.958739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:46.958783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:46.958813] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:46.962474] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=24.04%)
[2025-12-23T20:29:46.962794] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-23T20:29:46.962929] [INFO ] [sig       ] PRH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:47.101251] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRH.txt
[2025-12-23T20:29:47.101426] [INFO ] [sig       ] [2572/3557] Completed PRH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:47.101468] [INFO ] [sig       ] [2573/3557] Forecasting PRI...
[2025-12-23T20:29:47.101499] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-23T20:29:47.101534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-23T20:29:47.113132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-23T20:29:47.113483] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-23T20:29:47.114293] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-23T20:29:47.114345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:47.114377] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:47.114402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:47.114458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:47.174562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:47.175562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:47.175748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:47.175784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:47.290377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:47.290546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:47.290611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:47.290644] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:47.294052] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-23T20:29:47.294337] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-23T20:29:47.294470] [INFO ] [sig       ] PRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:47.432471] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRI.txt
[2025-12-23T20:29:47.432639] [INFO ] [sig       ] [2573/3557] Completed PRI in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:47.432698] [INFO ] [sig       ] [2574/3557] Forecasting PRIM...
[2025-12-23T20:29:47.432738] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-23T20:29:47.432786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-23T20:29:47.444928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-23T20:29:47.445278] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-23T20:29:47.446104] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-23T20:29:47.446156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:47.446187] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:47.446215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:47.446277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:47.501884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:47.502658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:47.502739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:47.502772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:47.623928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:47.624067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:47.624109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:47.624137] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:47.627566] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-23T20:29:47.627860] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-23T20:29:47.627986] [INFO ] [sig       ] PRIM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:47.764916] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRIM.txt
[2025-12-23T20:29:47.765041] [INFO ] [sig       ] [2574/3557] Completed PRIM in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:47.765081] [INFO ] [sig       ] [2575/3557] Forecasting PRLB...
[2025-12-23T20:29:47.765110] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-23T20:29:47.765139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-23T20:29:47.776200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-23T20:29:47.776491] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-23T20:29:47.777268] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-23T20:29:47.777320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:47.777351] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:47.777376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:47.777430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:47.832949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:47.833532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:47.833626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:47.833659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:47.962953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:47.963129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:47.963174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:47.963203] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:47.966858] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-23T20:29:47.967166] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-23T20:29:47.967305] [INFO ] [sig       ] PRLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:48.114151] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRLB.txt
[2025-12-23T20:29:48.114316] [INFO ] [sig       ] [2575/3557] Completed PRLB in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:48.114357] [INFO ] [sig       ] [2576/3557] Forecasting PRM...
[2025-12-23T20:29:48.114386] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-23T20:29:48.114416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-23T20:29:48.126287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-23T20:29:48.126660] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-23T20:29:48.127447] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-23T20:29:48.127499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:48.127558] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:48.127604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:48.127662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:48.184017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:48.184768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:48.184850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:48.184883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:48.303375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:48.303534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:48.303592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:48.303624] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:48.307047] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-23T20:29:48.307340] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-23T20:29:48.307470] [INFO ] [sig       ] PRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:48.444661] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRM.txt
[2025-12-23T20:29:48.444807] [INFO ] [sig       ] [2576/3557] Completed PRM in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:48.444847] [INFO ] [sig       ] [2577/3557] Forecasting PRME...
[2025-12-23T20:29:48.444878] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-23T20:29:48.444907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-23T20:29:48.456295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-23T20:29:48.456648] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-23T20:29:48.457435] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-23T20:29:48.457487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:48.457518] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:48.457545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:48.457628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:48.512322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:48.513060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:48.513137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:48.513169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:48.629464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:48.629642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:48.629684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:48.629712] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:48.633074] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-23T20:29:48.633356] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-23T20:29:48.633484] [INFO ] [sig       ] PRME: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:48.771231] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRME.txt
[2025-12-23T20:29:48.771371] [INFO ] [sig       ] [2577/3557] Completed PRME in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-23T20:29:48.771414] [INFO ] [sig       ] [2578/3557] Forecasting PRN...
[2025-12-23T20:29:48.771443] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-23T20:29:48.771472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-23T20:29:48.782993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-23T20:29:48.783335] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-23T20:29:48.784144] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-23T20:29:48.784196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:48.784228] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:48.784255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:48.784310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:48.842174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:48.843060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:48.843147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:48.843181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:48.963250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:48.963426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:48.963469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:48.963498] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:48.967226] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-23T20:29:48.967570] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-23T20:29:48.967730] [INFO ] [sig       ] PRN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:49.119905] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRN.txt
[2025-12-23T20:29:49.120064] [INFO ] [sig       ] [2578/3557] Completed PRN in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:49.120108] [INFO ] [sig       ] [2579/3557] Forecasting PROF...
[2025-12-23T20:29:49.120137] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-23T20:29:49.120167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-23T20:29:49.132621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-23T20:29:49.133054] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-23T20:29:49.134034] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-23T20:29:49.134100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:49.134144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:49.134185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:49.134267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:49.195124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:49.196039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:49.196127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:49.196160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:49.321315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:49.321471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:49.321513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:49.321612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:49.325546] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-23T20:29:49.325921] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-23T20:29:49.326058] [INFO ] [sig       ] PROF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:49.474759] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PROF.txt
[2025-12-23T20:29:49.474912] [INFO ] [sig       ] [2579/3557] Completed PROF in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:49.474954] [INFO ] [sig       ] [2580/3557] Forecasting PROK...
[2025-12-23T20:29:49.474984] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-23T20:29:49.475015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-23T20:29:49.487347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-23T20:29:49.487720] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-23T20:29:49.488639] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-23T20:29:49.488708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:49.488762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:49.488805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:49.488888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:49.550957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:49.551789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:49.551881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:49.551913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:49.681751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:49.681907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:49.681956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:49.681997] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:49.686108] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-23T20:29:49.686467] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-23T20:29:49.686644] [INFO ] [sig       ] PROK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:49.838843] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PROK.txt
[2025-12-23T20:29:49.839005] [INFO ] [sig       ] [2580/3557] Completed PROK in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:49.839051] [INFO ] [sig       ] [2581/3557] Forecasting PRTA...
[2025-12-23T20:29:49.839083] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-23T20:29:49.839112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-23T20:29:49.851868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-23T20:29:49.852244] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-23T20:29:49.853183] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-23T20:29:49.853239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:49.853271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:49.853297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:49.853354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:49.915085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:49.915805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:49.915898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:49.915946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:50.033702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:50.033862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:50.033905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:50.033936] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:50.037304] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-23T20:29:50.037604] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-23T20:29:50.037731] [INFO ] [sig       ] PRTA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:50.178166] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRTA.txt
[2025-12-23T20:29:50.178330] [INFO ] [sig       ] [2581/3557] Completed PRTA in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:50.178370] [INFO ] [sig       ] [2582/3557] Forecasting PRTH...
[2025-12-23T20:29:50.178400] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-23T20:29:50.178430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-23T20:29:50.190569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-23T20:29:50.190947] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-23T20:29:50.191767] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-23T20:29:50.191833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:50.191866] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:50.191895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:50.191966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:50.250035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:50.250767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:50.250848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:50.250881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:50.374836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:50.374982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:50.375021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:50.375048] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:50.378410] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-23T20:29:50.378704] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-23T20:29:50.378836] [INFO ] [sig       ] PRTH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:50.519201] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRTH.txt
[2025-12-23T20:29:50.519337] [INFO ] [sig       ] [2582/3557] Completed PRTH in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:50.519376] [INFO ] [sig       ] [2583/3557] Forecasting PRVA...
[2025-12-23T20:29:50.519407] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-23T20:29:50.519436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-23T20:29:50.531278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-23T20:29:50.531607] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-23T20:29:50.532398] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-23T20:29:50.532451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:50.532484] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:50.532511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:50.532568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:50.589027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:50.589670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:50.589746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:50.589777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:50.706735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:50.706876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:50.706915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:50.706943] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:50.710225] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-23T20:29:50.710502] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-23T20:29:50.710644] [INFO ] [sig       ] PRVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:50.848752] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PRVA.txt
[2025-12-23T20:29:50.848922] [INFO ] [sig       ] [2583/3557] Completed PRVA in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:50.848964] [INFO ] [sig       ] [2584/3557] Forecasting PRZO...
[2025-12-23T20:29:50.848994] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-23T20:29:50.849023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-23T20:29:50.860548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-23T20:29:50.860911] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-23T20:29:50.861705] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-23T20:29:50.861756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:50.861787] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:50.861820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:50.861876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:50.917719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:50.918442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:50.918521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:50.918553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:51.035118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:51.035277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:51.035316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:51.035346] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:51.038740] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-23T20:29:51.039053] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-23T20:29:51.039374] [INFO ] [sig       ] PRZO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:51.181949] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PRZO.txt
[2025-12-23T20:29:51.182130] [INFO ] [sig       ] [2584/3557] Completed PRZO in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:51.182172] [INFO ] [sig       ] [2585/3557] Forecasting PSC...
[2025-12-23T20:29:51.182202] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-23T20:29:51.182233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-23T20:29:51.194321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-23T20:29:51.194692] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-23T20:29:51.195503] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-23T20:29:51.195556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:51.195613] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:51.195643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:51.195700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:51.251442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:51.252145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:51.252223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:51.252255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:51.371241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:51.371389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:51.371428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:51.371457] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:51.374755] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-23T20:29:51.375025] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-23T20:29:51.375146] [INFO ] [sig       ] PSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:51.513943] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSC.txt
[2025-12-23T20:29:51.514118] [INFO ] [sig       ] [2585/3557] Completed PSC in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:51.514185] [INFO ] [sig       ] [2586/3557] Forecasting PSCE...
[2025-12-23T20:29:51.514221] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-23T20:29:51.514252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-23T20:29:51.525606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-23T20:29:51.525905] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-23T20:29:51.526739] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-23T20:29:51.526792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:51.526824] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:51.526851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:51.526907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:51.583295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:51.584264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:51.584383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:51.584417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:51.690673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:51.690840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:51.690882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:51.690909] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:51.694286] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-23T20:29:51.694568] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-23T20:29:51.694714] [INFO ] [sig       ] PSCE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:51.834197] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSCE.txt
[2025-12-23T20:29:51.834342] [INFO ] [sig       ] [2586/3557] Completed PSCE in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:51.834383] [INFO ] [sig       ] [2587/3557] Forecasting PSCH...
[2025-12-23T20:29:51.834415] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-23T20:29:51.834445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-23T20:29:51.846114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-23T20:29:51.846431] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-23T20:29:51.847198] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-23T20:29:51.847251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:51.847282] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:51.847309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:51.847364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:51.902468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:51.903279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:51.903360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:51.903391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:52.013629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:52.013790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:52.013830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:52.013861] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:52.017349] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-23T20:29:52.017661] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-23T20:29:52.017788] [INFO ] [sig       ] PSCH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:52.165055] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSCH.txt
[2025-12-23T20:29:52.165206] [INFO ] [sig       ] [2587/3557] Completed PSCH in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-23T20:29:52.165248] [INFO ] [sig       ] [2588/3557] Forecasting PSEC...
[2025-12-23T20:29:52.165279] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-23T20:29:52.165309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-23T20:29:52.177815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-23T20:29:52.178222] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-23T20:29:52.179190] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-23T20:29:52.179257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:52.179304] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:52.179345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:52.179425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:52.239618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:52.240334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:52.240414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:52.240448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:52.368841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:52.368993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:52.369035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:52.369073] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:52.372735] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-23T20:29:52.373020] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-23T20:29:52.373147] [INFO ] [sig       ] PSEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:52.525242] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSEC.txt
[2025-12-23T20:29:52.525425] [INFO ] [sig       ] [2588/3557] Completed PSEC in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:52.525466] [INFO ] [sig       ] [2589/3557] Forecasting PSF...
[2025-12-23T20:29:52.525497] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-23T20:29:52.525525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-23T20:29:52.537404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-23T20:29:52.537844] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-23T20:29:52.538713] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-23T20:29:52.538768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:52.538801] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:52.538828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:52.538885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:52.597906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:52.598830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:52.598917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:52.598949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:52.722887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:52.723049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:52.723109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:52.723139] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:52.726688] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-23T20:29:52.727040] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-23T20:29:52.727186] [INFO ] [sig       ] PSF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:52.888343] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSF.txt
[2025-12-23T20:29:52.888525] [INFO ] [sig       ] [2589/3557] Completed PSF in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:52.888567] [INFO ] [sig       ] [2590/3557] Forecasting PSFE...
[2025-12-23T20:29:52.888620] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-23T20:29:52.888651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-23T20:29:52.900563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-23T20:29:52.900985] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-23T20:29:52.901837] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-23T20:29:52.901896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:52.901928] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:52.901956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:52.902011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:52.958189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:52.959085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:52.959193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:52.959227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:53.078502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:53.078672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:53.078713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:53.078742] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:53.082082] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2025-12-23T20:29:53.082359] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-23T20:29:53.082482] [INFO ] [sig       ] PSFE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:53.221769] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSFE.txt
[2025-12-23T20:29:53.221921] [INFO ] [sig       ] [2590/3557] Completed PSFE in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:53.221962] [INFO ] [sig       ] [2591/3557] Forecasting PSHG...
[2025-12-23T20:29:53.221990] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-23T20:29:53.222020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-23T20:29:53.233205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-23T20:29:53.233634] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-23T20:29:53.234449] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-23T20:29:53.234505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:53.234539] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:53.234587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:53.234659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:53.291134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:53.291988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:53.292068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:53.292100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:53.407488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:53.407658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:53.407698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:53.407727] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:53.411070] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2025-12-23T20:29:53.411347] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-23T20:29:53.411471] [INFO ] [sig       ] PSHG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:53.549963] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSHG.txt
[2025-12-23T20:29:53.550099] [INFO ] [sig       ] [2591/3557] Completed PSHG in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:53.550139] [INFO ] [sig       ] [2592/3557] Forecasting PSN...
[2025-12-23T20:29:53.550169] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-23T20:29:53.550198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-23T20:29:53.561104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-23T20:29:53.561421] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-23T20:29:53.562208] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-23T20:29:53.562261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:53.562294] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:53.562321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:53.562376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:53.620417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:53.621155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:53.621235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:53.621267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:53.738042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:53.738183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:53.738222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:53.738251] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:53.741612] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-23T20:29:53.741889] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-23T20:29:53.742011] [INFO ] [sig       ] PSN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:53.883903] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSN.txt
[2025-12-23T20:29:53.884097] [INFO ] [sig       ] [2592/3557] Completed PSN in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:53.884156] [INFO ] [sig       ] [2593/3557] Forecasting PSNL...
[2025-12-23T20:29:53.884192] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-23T20:29:53.884223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-23T20:29:53.898897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-23T20:29:53.899334] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-23T20:29:53.900390] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-23T20:29:53.900453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:53.900539] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:53.900596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:53.900677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:53.968184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:53.969129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:53.969228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:53.969264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:54.087042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:54.087203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:54.087242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:54.087270] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:54.090666] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-23T20:29:54.090950] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-23T20:29:54.091078] [INFO ] [sig       ] PSNL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:54.231518] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSNL.txt
[2025-12-23T20:29:54.231693] [INFO ] [sig       ] [2593/3557] Completed PSNL in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:54.231736] [INFO ] [sig       ] [2594/3557] Forecasting PSO...
[2025-12-23T20:29:54.231767] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-23T20:29:54.231797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-23T20:29:54.243117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-23T20:29:54.243440] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-23T20:29:54.244216] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-23T20:29:54.244270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:54.244301] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:54.244327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:54.244383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:54.312618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:54.313643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:54.313745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:54.313787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:54.437694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:54.437849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:54.437891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:54.437919] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:54.441223] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-23T20:29:54.441493] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-23T20:29:54.441632] [INFO ] [sig       ] PSO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:54.579947] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSO.txt
[2025-12-23T20:29:54.580072] [INFO ] [sig       ] [2594/3557] Completed PSO in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:54.580111] [INFO ] [sig       ] [2595/3557] Forecasting PSQH...
[2025-12-23T20:29:54.580140] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-23T20:29:54.580168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-23T20:29:54.591073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-23T20:29:54.591377] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-23T20:29:54.592167] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-23T20:29:54.592220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:54.592252] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:54.592280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:54.592336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:54.648665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:54.649269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:54.649345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:54.649376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:54.773397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:54.773600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:54.773663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:54.773709] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:54.778795] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-23T20:29:54.779138] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-23T20:29:54.779300] [INFO ] [sig       ] PSQH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:54.920675] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PSQH.txt
[2025-12-23T20:29:54.920818] [INFO ] [sig       ] [2595/3557] Completed PSQH in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-23T20:29:54.920868] [INFO ] [sig       ] [2596/3557] Forecasting PSTG...
[2025-12-23T20:29:54.920905] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-23T20:29:54.920942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-23T20:29:54.933605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-23T20:29:54.934002] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-23T20:29:54.935028] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-23T20:29:54.935082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:54.935114] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:54.935140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:54.935196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:54.996209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:54.997101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:54.997190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:54.997224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:55.126632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:55.126793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:55.126841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:55.126906] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:55.130498] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-23T20:29:55.130856] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-23T20:29:55.131020] [INFO ] [sig       ] PSTG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:55.275184] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSTG.txt
[2025-12-23T20:29:55.275312] [INFO ] [sig       ] [2596/3557] Completed PSTG in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:55.275359] [INFO ] [sig       ] [2597/3557] Forecasting PSTL...
[2025-12-23T20:29:55.275389] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-23T20:29:55.275419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-23T20:29:55.287597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-23T20:29:55.288014] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-23T20:29:55.288823] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-23T20:29:55.288877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:55.288909] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:55.288935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:55.288991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:55.357110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:55.358311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:55.358412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:55.358454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:55.482493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:55.482661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:55.482704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:55.482735] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:55.486206] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-23T20:29:55.486491] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-23T20:29:55.486639] [INFO ] [sig       ] PSTL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:55.627525] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSTL.txt
[2025-12-23T20:29:55.627658] [INFO ] [sig       ] [2597/3557] Completed PSTL in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:55.627698] [INFO ] [sig       ] [2598/3557] Forecasting PSX...
[2025-12-23T20:29:55.627728] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-23T20:29:55.627757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-23T20:29:55.639495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-23T20:29:55.639829] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-23T20:29:55.640602] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-23T20:29:55.640655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:55.640686] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:55.640712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:55.640769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:55.696280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:55.696982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:55.697059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:55.697090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:55.818179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:55.818335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:55.818378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:55.818408] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:55.821717] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=67.55%)
[2025-12-23T20:29:55.821983] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-23T20:29:55.822126] [INFO ] [sig       ] PSX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:55.960632] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PSX.txt
[2025-12-23T20:29:55.960755] [INFO ] [sig       ] [2598/3557] Completed PSX in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:55.960793] [INFO ] [sig       ] [2599/3557] Forecasting PTA...
[2025-12-23T20:29:55.960822] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-23T20:29:55.960852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-23T20:29:55.972634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-23T20:29:55.972931] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-23T20:29:55.973692] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-23T20:29:55.973745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:55.973776] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:55.973803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:55.973858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:56.030103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:56.030816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:56.030899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:56.030930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:56.149424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:56.149589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:56.149630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:56.149659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:56.152935] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-23T20:29:56.153202] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-23T20:29:56.153326] [INFO ] [sig       ] PTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:56.291197] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTA.txt
[2025-12-23T20:29:56.291313] [INFO ] [sig       ] [2599/3557] Completed PTA in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:56.291352] [INFO ] [sig       ] [2600/3557] Forecasting PTC...
[2025-12-23T20:29:56.291381] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-23T20:29:56.291410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-23T20:29:56.302783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-23T20:29:56.303073] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-23T20:29:56.303853] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-23T20:29:56.303909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:56.303942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:56.303968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:56.304024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:56.362651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:56.363521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:56.363639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:56.363676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:56.496354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:56.496503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:56.496544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:56.496610] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:56.500121] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-23T20:29:56.500396] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-23T20:29:56.500525] [INFO ] [sig       ] PTC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:56.639288] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PTC.txt
[2025-12-23T20:29:56.639405] [INFO ] [sig       ] [2600/3557] Completed PTC in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:56.639445] [INFO ] [sig       ] [2601/3557] Forecasting PTEN...
[2025-12-23T20:29:56.639473] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-23T20:29:56.639502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-23T20:29:56.650443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-23T20:29:56.650769] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-23T20:29:56.651541] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-23T20:29:56.651615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:56.651649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:56.651676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:56.651733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:56.708432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:56.709093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:56.709184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:56.709219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:56.825086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:56.825233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:56.825275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:56.825304] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:56.828674] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-23T20:29:56.828968] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-23T20:29:56.829098] [INFO ] [sig       ] PTEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:56.971526] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTEN.txt
[2025-12-23T20:29:56.971712] [INFO ] [sig       ] [2601/3557] Completed PTEN in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:56.971756] [INFO ] [sig       ] [2602/3557] Forecasting PTF...
[2025-12-23T20:29:56.971785] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-23T20:29:56.971815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-23T20:29:56.983101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-23T20:29:56.983482] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-23T20:29:56.984294] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-23T20:29:56.984347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:56.984383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:56.984421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:56.984483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:57.041293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:57.042117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:57.042198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:57.042248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:57.163620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:57.163759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:57.163798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:57.163827] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:57.167219] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-23T20:29:57.167521] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-23T20:29:57.167670] [INFO ] [sig       ] PTF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:57.307028] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTF.txt
[2025-12-23T20:29:57.307145] [INFO ] [sig       ] [2602/3557] Completed PTF in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:57.307185] [INFO ] [sig       ] [2603/3557] Forecasting PTGX...
[2025-12-23T20:29:57.307216] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-23T20:29:57.307246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-23T20:29:57.318650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-23T20:29:57.318949] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-23T20:29:57.319751] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-23T20:29:57.319803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:57.319835] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:57.319863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:57.319920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:57.376197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:57.376870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:57.376976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:57.377010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:57.494042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:57.494177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:57.494215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:57.494244] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:57.497541] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=69.74%)
[2025-12-23T20:29:57.497834] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-23T20:29:57.497958] [INFO ] [sig       ] PTGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:57.636022] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTGX.txt
[2025-12-23T20:29:57.636143] [INFO ] [sig       ] [2603/3557] Completed PTGX in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:57.636182] [INFO ] [sig       ] [2604/3557] Forecasting PTH...
[2025-12-23T20:29:57.636212] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-23T20:29:57.636242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-23T20:29:57.647103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-23T20:29:57.647421] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-23T20:29:57.648367] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-23T20:29:57.648435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:57.648479] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:57.648526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:57.648617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:57.704024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:57.704714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:57.704789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:57.704822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:57.811742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:57.811867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:57.811907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:57.811936] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:57.815270] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-23T20:29:57.815542] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-23T20:29:57.815695] [INFO ] [sig       ] PTH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:57.965562] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTH.txt
[2025-12-23T20:29:57.965711] [INFO ] [sig       ] [2604/3557] Completed PTH in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-23T20:29:57.965751] [INFO ] [sig       ] [2605/3557] Forecasting PTIX...
[2025-12-23T20:29:57.965781] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-23T20:29:57.965809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-23T20:29:57.976747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-23T20:29:57.977037] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-23T20:29:57.977794] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-23T20:29:57.977846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:57.977877] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:57.977904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:57.977959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:58.033962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:58.034563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:58.034655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:58.034687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:58.152206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:58.152357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:58.152398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:58.152428] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:58.155750] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-23T20:29:58.156025] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-23T20:29:58.156147] [INFO ] [sig       ] PTIX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:58.294558] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTIX.txt
[2025-12-23T20:29:58.294699] [INFO ] [sig       ] [2605/3557] Completed PTIX in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:29:58.294737] [INFO ] [sig       ] [2606/3557] Forecasting PTLO...
[2025-12-23T20:29:58.294766] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-23T20:29:58.294796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-23T20:29:58.307466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-23T20:29:58.307887] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-23T20:29:58.308816] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-23T20:29:58.308871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:58.308906] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:58.308934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:58.308991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:58.371668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:58.372415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:58.372499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:58.372532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:58.501916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:58.502087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:58.502142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:58.502188] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:58.506100] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=78.40%)
[2025-12-23T20:29:58.506450] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-23T20:29:58.506614] [INFO ] [sig       ] PTLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:58.660634] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTLO.txt
[2025-12-23T20:29:58.660876] [INFO ] [sig       ] [2606/3557] Completed PTLO in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:29:58.660931] [INFO ] [sig       ] [2607/3557] Forecasting PTNQ...
[2025-12-23T20:29:58.660967] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-23T20:29:58.661000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-23T20:29:58.673380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-23T20:29:58.673787] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-23T20:29:58.674638] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-23T20:29:58.674693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:58.674726] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:58.674753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:58.674809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:58.738493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:58.739462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:58.739553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:58.739618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:58.865285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:58.865442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:58.865484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:58.865514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:58.869221] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-23T20:29:58.869594] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-23T20:29:58.869734] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:29:59.018761] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PTNQ.txt
[2025-12-23T20:29:59.018902] [INFO ] [sig       ] [2607/3557] Completed PTNQ in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:29:59.018942] [INFO ] [sig       ] [2608/3557] Forecasting PTON...
[2025-12-23T20:29:59.018971] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-23T20:29:59.019009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-23T20:29:59.031340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-23T20:29:59.031752] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-23T20:29:59.032637] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-23T20:29:59.032691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:59.032722] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:59.032749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:59.032806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:59.087934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:59.088600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:59.088677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:59.088708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:59.210160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:59.210307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:59.210347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:59.210374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:59.213683] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-23T20:29:59.213955] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-23T20:29:59.214076] [INFO ] [sig       ] PTON: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:59.352112] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTON.txt
[2025-12-23T20:29:59.352263] [INFO ] [sig       ] [2608/3557] Completed PTON in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:29:59.352304] [INFO ] [sig       ] [2609/3557] Forecasting PTY...
[2025-12-23T20:29:59.352332] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-23T20:29:59.352361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-23T20:29:59.363367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-23T20:29:59.363687] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-23T20:29:59.364433] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-23T20:29:59.364484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:59.364515] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:59.364542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:59.364614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:59.420197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:59.420883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:59.420960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:59.420992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:59.546874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:59.547038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:59.547081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:59.547113] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:59.550779] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-23T20:29:59.551075] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-23T20:29:59.551206] [INFO ] [sig       ] PTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:29:59.688891] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PTY.txt
[2025-12-23T20:29:59.689050] [INFO ] [sig       ] [2609/3557] Completed PTY in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:29:59.689091] [INFO ] [sig       ] [2610/3557] Forecasting PUBM...
[2025-12-23T20:29:59.689122] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-23T20:29:59.689152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-23T20:29:59.701237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-23T20:29:59.701672] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-23T20:29:59.702510] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-23T20:29:59.702564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:29:59.702644] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:29:59.702673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:29:59.702730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:29:59.762171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:29:59.763171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:29:59.763264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:29:59.763298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:29:59.884021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:29:59.884185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:29:59.884226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:29:59.884255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:29:59.887687] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-23T20:29:59.887972] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-23T20:29:59.888098] [INFO ] [sig       ] PUBM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:00.031801] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PUBM.txt
[2025-12-23T20:30:00.032009] [INFO ] [sig       ] [2610/3557] Completed PUBM in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:30:00.032068] [INFO ] [sig       ] [2611/3557] Forecasting PUK...
[2025-12-23T20:30:00.032116] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-23T20:30:00.032160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-23T20:30:00.046328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-23T20:30:00.046778] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-23T20:30:00.047670] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-23T20:30:00.047725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:00.047759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:00.047785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:00.047841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:00.124156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:00.125229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:00.126272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:00.126315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:00.247727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:00.247838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:00.247879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:00.247907] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:00.251414] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-23T20:30:00.251720] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-23T20:30:00.251849] [INFO ] [sig       ] PUK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:00.393265] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PUK.txt
[2025-12-23T20:30:00.393414] [INFO ] [sig       ] [2611/3557] Completed PUK in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:30:00.393454] [INFO ] [sig       ] [2612/3557] Forecasting PUMP...
[2025-12-23T20:30:00.393484] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-23T20:30:00.393513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-23T20:30:00.409069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-23T20:30:00.409461] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-23T20:30:00.410265] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-23T20:30:00.410318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:00.410350] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:00.410377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:00.410432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:00.478082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:00.479217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:00.479334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:00.479390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:00.610790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:00.610909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:00.610948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:00.610977] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:00.614345] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=65.64%)
[2025-12-23T20:30:00.614646] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-23T20:30:00.614781] [INFO ] [sig       ] PUMP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:00.756515] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PUMP.txt
[2025-12-23T20:30:00.756709] [INFO ] [sig       ] [2612/3557] Completed PUMP in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-23T20:30:00.756772] [INFO ] [sig       ] [2613/3557] Forecasting PVH...
[2025-12-23T20:30:00.756813] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-23T20:30:00.756854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-23T20:30:00.769554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-23T20:30:00.769950] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-23T20:30:00.770768] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-23T20:30:00.770821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:00.770853] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:00.770880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:00.770948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:00.829005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:00.829719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:00.829801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:00.829840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:00.953099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:00.953255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:00.953295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:00.953356] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:00.956722] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-23T20:30:00.956993] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-23T20:30:00.957119] [INFO ] [sig       ] PVH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:01.102542] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PVH.txt
[2025-12-23T20:30:01.102722] [INFO ] [sig       ] [2613/3557] Completed PVH in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:01.102763] [INFO ] [sig       ] [2614/3557] Forecasting PVL...
[2025-12-23T20:30:01.102793] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-23T20:30:01.102823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-23T20:30:01.114124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-23T20:30:01.114481] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-23T20:30:01.115248] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-23T20:30:01.115301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:01.115333] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:01.115359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:01.115414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:01.171709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:01.172515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:01.172615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:01.172649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:01.290969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:01.291355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:01.291405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:01.291444] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:01.295193] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-12-23T20:30:01.295507] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-23T20:30:01.295690] [INFO ] [sig       ] PVL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:01.441372] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PVL.txt
[2025-12-23T20:30:01.441544] [INFO ] [sig       ] [2614/3557] Completed PVL in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:01.441616] [INFO ] [sig       ] [2615/3557] Forecasting PWP...
[2025-12-23T20:30:01.441651] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-23T20:30:01.441680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-23T20:30:01.453720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-23T20:30:01.454142] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-23T20:30:01.455010] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-23T20:30:01.455066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:01.455097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:01.455128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:01.455199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:01.512786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:01.513669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:01.513751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:01.513783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:01.633002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:01.633173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:01.633224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:01.633260] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:01.637696] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-23T20:30:01.638323] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-23T20:30:01.638491] [INFO ] [sig       ] PWP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:01.802348] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PWP.txt
[2025-12-23T20:30:01.802558] [INFO ] [sig       ] [2615/3557] Completed PWP in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:01.802632] [INFO ] [sig       ] [2616/3557] Forecasting PX...
[2025-12-23T20:30:01.802670] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-23T20:30:01.802706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-23T20:30:01.825095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-23T20:30:01.825524] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-23T20:30:01.826384] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-23T20:30:01.826451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:01.826498] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:01.826536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:01.826618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:01.891406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:01.892385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:01.892484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:01.892518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:02.027052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:02.027221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:02.027264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:02.027293] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:02.030810] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-23T20:30:02.031116] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-23T20:30:02.031249] [INFO ] [sig       ] PX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:02.172254] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PX.txt
[2025-12-23T20:30:02.172451] [INFO ] [sig       ] [2616/3557] Completed PX in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:02.172494] [INFO ] [sig       ] [2617/3557] Forecasting PXS...
[2025-12-23T20:30:02.172524] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-23T20:30:02.172554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-23T20:30:02.190207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-23T20:30:02.190717] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-23T20:30:02.191790] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-23T20:30:02.191852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:02.191903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:02.191939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:02.192012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:02.256388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:02.257387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:02.257488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:02.257522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:02.367380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:02.367556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:02.367622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:02.367652] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:02.371335] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-23T20:30:02.371693] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-23T20:30:02.371837] [INFO ] [sig       ] PXS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:02.525009] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PXS.txt
[2025-12-23T20:30:02.525170] [INFO ] [sig       ] [2617/3557] Completed PXS in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:02.525214] [INFO ] [sig       ] [2618/3557] Forecasting PY...
[2025-12-23T20:30:02.525245] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-23T20:30:02.525275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-23T20:30:02.538524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-23T20:30:02.538970] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-23T20:30:02.540048] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-23T20:30:02.540106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:02.540140] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:02.540168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:02.540226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:02.599115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:02.600088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:02.600172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:02.600204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:02.702820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:02.702988] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:30:02.703029] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:02.703058] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:02.706532] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-23T20:30:02.706868] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-23T20:30:02.707016] [INFO ] [sig       ] PY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:02.847818] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PY.txt
[2025-12-23T20:30:02.847958] [INFO ] [sig       ] [2618/3557] Completed PY in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:02.847997] [INFO ] [sig       ] [2619/3557] Forecasting PYPL...
[2025-12-23T20:30:02.848027] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-23T20:30:02.848056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-23T20:30:02.922773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-23T20:30:02.923060] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-23T20:30:02.923842] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-23T20:30:02.923895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:02.923926] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:02.923954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:02.924014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:02.980074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:02.980716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:02.980797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:02.980828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:03.096015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:03.096126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:03.096162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:03.096190] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:03.099385] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-23T20:30:03.099671] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-23T20:30:03.099796] [INFO ] [sig       ] PYPL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:03.294991] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PYPL.txt
[2025-12-23T20:30:03.295136] [INFO ] [sig       ] [2619/3557] Completed PYPL in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:03.295176] [INFO ] [sig       ] [2620/3557] Forecasting PYXS...
[2025-12-23T20:30:03.295205] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-23T20:30:03.295233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-23T20:30:03.312987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-23T20:30:03.313260] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-23T20:30:03.314033] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-23T20:30:03.314086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:03.314118] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:03.314146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:03.314202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:03.370014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:03.370640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:03.370740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:03.370773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:03.492788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:03.492953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:03.493002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:03.493038] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:03.496978] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-23T20:30:03.497281] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-23T20:30:03.497613] [INFO ] [sig       ] PYXS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:03.635101] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/PYXS.txt
[2025-12-23T20:30:03.635277] [INFO ] [sig       ] [2620/3557] Completed PYXS in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:03.635326] [INFO ] [sig       ] [2621/3557] Forecasting PZZA...
[2025-12-23T20:30:03.635359] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-23T20:30:03.635389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-23T20:30:03.652904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-23T20:30:03.653419] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-23T20:30:03.654264] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-23T20:30:03.654319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:03.654352] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:03.654379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:03.654440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:03.709349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:03.710094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:03.710182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:03.710215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:03.828638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:03.828810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:03.828852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:03.828880] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:03.832315] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-23T20:30:03.832609] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-23T20:30:03.832740] [INFO ] [sig       ] PZZA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:03.969982] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/PZZA.txt
[2025-12-23T20:30:03.970132] [INFO ] [sig       ] [2621/3557] Completed PZZA in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:03.970173] [INFO ] [sig       ] [2622/3557] Forecasting QBTS...
[2025-12-23T20:30:03.970201] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-23T20:30:03.970230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-23T20:30:03.984251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-23T20:30:03.984618] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-23T20:30:03.985400] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-23T20:30:03.985453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:03.985484] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:03.985509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:03.985565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:04.044734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:04.045603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:04.045688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:04.045721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:04.169741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:04.169915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:04.169956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:04.169984] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:04.173316] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-23T20:30:04.173601] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-23T20:30:04.173748] [INFO ] [sig       ] QBTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:04.314738] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QBTS.txt
[2025-12-23T20:30:04.314896] [INFO ] [sig       ] [2622/3557] Completed QBTS in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-23T20:30:04.314938] [INFO ] [sig       ] [2623/3557] Forecasting QCLN...
[2025-12-23T20:30:04.314968] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-23T20:30:04.314997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-23T20:30:04.332289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-23T20:30:04.332739] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-23T20:30:04.333554] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-23T20:30:04.333638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:04.333672] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:04.333698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:04.333754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:04.391817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:04.392694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:04.392779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:04.392812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:04.512133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:04.512293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:04.512335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:04.512365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:04.516058] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-23T20:30:04.516327] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-23T20:30:04.516450] [INFO ] [sig       ] QCLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:04.656666] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QCLN.txt
[2025-12-23T20:30:04.656838] [INFO ] [sig       ] [2623/3557] Completed QCLN in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:04.656879] [INFO ] [sig       ] [2624/3557] Forecasting QCOM...
[2025-12-23T20:30:04.656908] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-23T20:30:04.656938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-23T20:30:04.670633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-23T20:30:04.670946] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-23T20:30:04.671753] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-23T20:30:04.671808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:04.671841] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:04.671867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:04.671924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:04.730255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:04.731075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:04.731157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:04.731192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:04.850930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:04.851093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:04.851152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:04.851184] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:04.854672] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-23T20:30:04.854955] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-23T20:30:04.855084] [INFO ] [sig       ] QCOM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:04.999704] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QCOM.txt
[2025-12-23T20:30:04.999861] [INFO ] [sig       ] [2624/3557] Completed QCOM in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:04.999901] [INFO ] [sig       ] [2625/3557] Forecasting QCRH...
[2025-12-23T20:30:04.999932] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-23T20:30:04.999963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-23T20:30:05.016201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-23T20:30:05.016680] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-23T20:30:05.017494] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-23T20:30:05.017550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:05.017619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:05.017651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:05.017709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:05.077715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:05.078426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:05.078508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:05.078541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:05.199563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:05.199735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:05.199779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:05.199808] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:05.203159] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2025-12-23T20:30:05.203449] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-23T20:30:05.203595] [INFO ] [sig       ] QCRH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:05.348635] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QCRH.txt
[2025-12-23T20:30:05.348809] [INFO ] [sig       ] [2625/3557] Completed QCRH in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:05.348852] [INFO ] [sig       ] [2626/3557] Forecasting QDEL...
[2025-12-23T20:30:05.348881] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-23T20:30:05.348909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-23T20:30:05.361682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-23T20:30:05.362045] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-23T20:30:05.362826] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-23T20:30:05.362879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:05.362913] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:05.362939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:05.362996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:05.421829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:05.422806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:05.422910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:05.422944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:05.546965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:05.547127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:05.547168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:05.547199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:05.550707] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-23T20:30:05.551011] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-23T20:30:05.551142] [INFO ] [sig       ] QDEL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:05.700280] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QDEL.txt
[2025-12-23T20:30:05.700456] [INFO ] [sig       ] [2626/3557] Completed QDEL in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:05.700514] [INFO ] [sig       ] [2627/3557] Forecasting QFIN...
[2025-12-23T20:30:05.700549] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-23T20:30:05.700623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-23T20:30:05.715189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-23T20:30:05.715556] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-23T20:30:05.716368] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-23T20:30:05.716427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:05.716488] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:05.716518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:05.716594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:05.779892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:05.780763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:05.780847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:05.780881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:05.911745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:05.911902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:05.911953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:05.911995] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:05.915546] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-23T20:30:05.915894] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-23T20:30:05.916041] [INFO ] [sig       ] QFIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:06.067516] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QFIN.txt
[2025-12-23T20:30:06.067726] [INFO ] [sig       ] [2627/3557] Completed QFIN in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:06.067771] [INFO ] [sig       ] [2628/3557] Forecasting QGEN...
[2025-12-23T20:30:06.067802] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-23T20:30:06.067831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-23T20:30:06.085310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-23T20:30:06.085792] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-23T20:30:06.086752] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-23T20:30:06.086807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:06.086861] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:06.086890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:06.086946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:06.142967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:06.143971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:06.144063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:06.144096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:06.265856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:06.266016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:06.266057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:06.266086] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:06.269487] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-23T20:30:06.269773] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-23T20:30:06.269898] [INFO ] [sig       ] QGEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:06.406895] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QGEN.txt
[2025-12-23T20:30:06.407040] [INFO ] [sig       ] [2628/3557] Completed QGEN in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:06.407082] [INFO ] [sig       ] [2629/3557] Forecasting QLYS...
[2025-12-23T20:30:06.407111] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-23T20:30:06.407139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-23T20:30:06.420792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-23T20:30:06.421151] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-23T20:30:06.421966] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-23T20:30:06.422021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:06.422055] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:06.422082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:06.422140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:06.478710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:06.479396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:06.479477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:06.479508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:06.601343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:06.601506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:06.601546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:06.601595] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:06.604929] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-23T20:30:06.605219] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-23T20:30:06.605348] [INFO ] [sig       ] QLYS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:06.743666] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QLYS.txt
[2025-12-23T20:30:06.743799] [INFO ] [sig       ] [2629/3557] Completed QLYS in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-23T20:30:06.743838] [INFO ] [sig       ] [2630/3557] Forecasting QMCO...
[2025-12-23T20:30:06.743868] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-23T20:30:06.743897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-23T20:30:06.756433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-23T20:30:06.756910] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-23T20:30:06.757726] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-23T20:30:06.757781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:06.757812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:06.757839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:06.757895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:06.813609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:06.814504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:06.814618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:06.814654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:06.937373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:06.937534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:06.937593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:06.937656] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:06.941023] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-23T20:30:06.941303] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-23T20:30:06.941431] [INFO ] [sig       ] QMCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:07.089082] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QMCO.txt
[2025-12-23T20:30:07.089269] [INFO ] [sig       ] [2630/3557] Completed QMCO in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:07.089314] [INFO ] [sig       ] [2631/3557] Forecasting QMOM...
[2025-12-23T20:30:07.089347] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-23T20:30:07.089377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-23T20:30:07.102773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-23T20:30:07.103107] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-23T20:30:07.103917] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-23T20:30:07.103971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:07.104003] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:07.104031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:07.104088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:07.165679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:07.166652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:07.166734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:07.166767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:07.283621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:07.283795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:07.283839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:07.283868] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:07.287409] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2025-12-23T20:30:07.287722] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-23T20:30:07.287855] [INFO ] [sig       ] QMOM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:07.437657] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QMOM.txt
[2025-12-23T20:30:07.437824] [INFO ] [sig       ] [2631/3557] Completed QMOM in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:07.437867] [INFO ] [sig       ] [2632/3557] Forecasting QNCX...
[2025-12-23T20:30:07.437910] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-23T20:30:07.437942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-23T20:30:07.451338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-23T20:30:07.451742] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-23T20:30:07.452508] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-23T20:30:07.452561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:07.452615] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:07.452642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:07.452698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:07.507667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:07.508454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:07.508535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:07.508567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:07.627250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:07.627415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:07.627455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:07.627485] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:07.630843] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-23T20:30:07.631122] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-23T20:30:07.631249] [INFO ] [sig       ] QNCX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:07.784161] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QNCX.txt
[2025-12-23T20:30:07.784314] [INFO ] [sig       ] [2632/3557] Completed QNCX in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:07.784354] [INFO ] [sig       ] [2633/3557] Forecasting QNTM...
[2025-12-23T20:30:07.784385] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-23T20:30:07.784416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-23T20:30:07.797137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-23T20:30:07.797513] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-23T20:30:07.798311] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-23T20:30:07.798371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:07.798412] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:07.798440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:07.798498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:07.874028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:07.875077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:07.875171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:07.875205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:08.005076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:08.005243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:08.005284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:08.005312] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:08.008770] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-23T20:30:08.009038] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-23T20:30:08.009194] [INFO ] [sig       ] QNTM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:08.146171] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QNTM.txt
[2025-12-23T20:30:08.146316] [INFO ] [sig       ] [2633/3557] Completed QNTM in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:08.146357] [INFO ] [sig       ] [2634/3557] Forecasting QQMG...
[2025-12-23T20:30:08.146386] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-23T20:30:08.146415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-23T20:30:08.158194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-23T20:30:08.158528] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-23T20:30:08.159318] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-23T20:30:08.159371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:08.159403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:08.159430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:08.159485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:08.215600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:08.216435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:08.216519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:08.216552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:08.330074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:08.330234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:08.330276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:08.330305] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:08.333732] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-23T20:30:08.334030] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-23T20:30:08.334168] [INFO ] [sig       ] QQMG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:08.473311] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QQMG.txt
[2025-12-23T20:30:08.473451] [INFO ] [sig       ] [2634/3557] Completed QQMG in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:08.473491] [INFO ] [sig       ] [2635/3557] Forecasting QQQ...
[2025-12-23T20:30:08.473520] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-23T20:30:08.473549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-23T20:30:08.485624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-23T20:30:08.485933] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-23T20:30:08.486730] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-23T20:30:08.486783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:08.486815] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:08.486843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:08.486900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:08.543342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:08.544051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:08.544131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:08.544164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:08.667138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:08.667296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:08.667336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:08.667385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:08.671143] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-12-23T20:30:08.671418] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-23T20:30:08.671545] [INFO ] [sig       ] QQQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:08.810338] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QQQ.txt
[2025-12-23T20:30:08.810473] [INFO ] [sig       ] [2635/3557] Completed QQQ in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:08.810512] [INFO ] [sig       ] [2636/3557] Forecasting QQQE...
[2025-12-23T20:30:08.810540] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-23T20:30:08.810586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-23T20:30:08.822367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-23T20:30:08.822692] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-23T20:30:08.823491] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-23T20:30:08.823544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:08.823596] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:08.823627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:08.823685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:08.880506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:08.881139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:08.881218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:08.881250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:08.997599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:08.997758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:08.997799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:08.997829] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:09.001213] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-12-23T20:30:09.001484] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-23T20:30:09.001629] [INFO ] [sig       ] QQQE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:09.138614] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QQQE.txt
[2025-12-23T20:30:09.138737] [INFO ] [sig       ] [2636/3557] Completed QQQE in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:09.138776] [INFO ] [sig       ] [2637/3557] Forecasting QQQI...
[2025-12-23T20:30:09.138805] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-23T20:30:09.138833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-23T20:30:09.151042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-23T20:30:09.151335] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-23T20:30:09.152090] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-23T20:30:09.152142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:09.152173] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:09.152200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:09.152255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:09.207536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:09.208254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:09.208361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:09.208409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:09.321714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:09.321873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:09.321912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:09.321940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:09.325269] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-12-23T20:30:09.325539] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-23T20:30:09.325682] [INFO ] [sig       ] QQQI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:09.463510] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QQQI.txt
[2025-12-23T20:30:09.463671] [INFO ] [sig       ] [2637/3557] Completed QQQI in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:09.463713] [INFO ] [sig       ] [2638/3557] Forecasting QQQJ...
[2025-12-23T20:30:09.463743] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-23T20:30:09.463773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-23T20:30:09.476607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-23T20:30:09.476879] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-23T20:30:09.477644] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-23T20:30:09.477696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:09.477727] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:09.477753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:09.477809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:09.533419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:09.534028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:09.534104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:09.534136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:09.653898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:09.654032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:09.654076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:09.654104] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:09.657732] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-23T20:30:09.657995] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-23T20:30:09.658117] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:09.803400] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QQQJ.txt
[2025-12-23T20:30:09.803557] [INFO ] [sig       ] [2638/3557] Completed QQQJ in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:09.803620] [INFO ] [sig       ] [2639/3557] Forecasting QQQM...
[2025-12-23T20:30:09.803652] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-23T20:30:09.803681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-23T20:30:09.816874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-23T20:30:09.817221] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-23T20:30:09.818005] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-23T20:30:09.818058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:09.818089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:09.818129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:09.818186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:09.874760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:09.875603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:09.875686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:09.875718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:09.998679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:09.998834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:09.998873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:09.998900] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:10.002765] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-23T20:30:10.003035] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-23T20:30:10.003158] [INFO ] [sig       ] QQQM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:10.147815] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QQQM.txt
[2025-12-23T20:30:10.147989] [INFO ] [sig       ] [2639/3557] Completed QQQM in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-23T20:30:10.148029] [INFO ] [sig       ] [2640/3557] Forecasting QQQX...
[2025-12-23T20:30:10.148060] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-23T20:30:10.148089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-23T20:30:10.163185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-23T20:30:10.163565] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-23T20:30:10.164375] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-23T20:30:10.164428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:10.164460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:10.164486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:10.164542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:10.224666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:10.225669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:10.225754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:10.225788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:10.358329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:10.358505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:10.358550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:10.358601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:10.362203] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-23T20:30:10.362504] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-23T20:30:10.362654] [INFO ] [sig       ] QQQX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:10.500660] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QQQX.txt
[2025-12-23T20:30:10.500825] [INFO ] [sig       ] [2640/3557] Completed QQQX in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:10.500866] [INFO ] [sig       ] [2641/3557] Forecasting QQQY...
[2025-12-23T20:30:10.500898] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-23T20:30:10.500927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-23T20:30:10.514367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-23T20:30:10.514754] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-23T20:30:10.515539] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-23T20:30:10.515614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:10.515648] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:10.515674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:10.515729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:10.572841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:10.573738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:10.573834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:10.573874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:10.702274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:10.702455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:10.702510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:10.702558] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:10.706290] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-23T20:30:10.706681] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-23T20:30:10.706827] [INFO ] [sig       ] QQQY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:10.857504] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QQQY.txt
[2025-12-23T20:30:10.857673] [INFO ] [sig       ] [2641/3557] Completed QQQY in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:10.857719] [INFO ] [sig       ] [2642/3557] Forecasting QRHC...
[2025-12-23T20:30:10.857749] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-23T20:30:10.857780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-23T20:30:10.870944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-23T20:30:10.871316] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-23T20:30:10.872137] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-23T20:30:10.872204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:10.872247] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:10.872276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:10.872334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:10.933636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:10.934476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:10.934561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:10.934614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:11.063283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:11.063454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:11.063495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:11.063524] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:11.067198] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-23T20:30:11.067501] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-23T20:30:11.067652] [INFO ] [sig       ] QRHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:11.214996] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QRHC.txt
[2025-12-23T20:30:11.215158] [INFO ] [sig       ] [2642/3557] Completed QRHC in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:11.215199] [INFO ] [sig       ] [2643/3557] Forecasting QRVO...
[2025-12-23T20:30:11.215230] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-23T20:30:11.215266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-23T20:30:11.230392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-23T20:30:11.230824] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-23T20:30:11.231739] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-23T20:30:11.231792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:11.231825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:11.231851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:11.231906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:11.289440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:11.290325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:11.290405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:11.290437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:11.409310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:11.409474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:11.409514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:11.409542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:11.412950] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=20.87%)
[2025-12-23T20:30:11.413225] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-23T20:30:11.413359] [INFO ] [sig       ] QRVO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:11.562828] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QRVO.txt
[2025-12-23T20:30:11.562985] [INFO ] [sig       ] [2643/3557] Completed QRVO in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:11.563025] [INFO ] [sig       ] [2644/3557] Forecasting QS...
[2025-12-23T20:30:11.563055] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-23T20:30:11.563085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-23T20:30:11.575323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-23T20:30:11.575913] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-23T20:30:11.576698] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-23T20:30:11.576751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:11.576826] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:11.576855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:11.576911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:11.633682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:11.634487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:11.634565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:11.634617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:11.754849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:11.754994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:11.755032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:11.755061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:11.758325] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-23T20:30:11.758610] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-23T20:30:11.758734] [INFO ] [sig       ] QS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:11.901533] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QS.txt
[2025-12-23T20:30:11.901735] [INFO ] [sig       ] [2644/3557] Completed QS in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:11.901780] [INFO ] [sig       ] [2645/3557] Forecasting QSI...
[2025-12-23T20:30:11.901810] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-23T20:30:11.901842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-23T20:30:11.914765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-23T20:30:11.915145] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-23T20:30:11.915988] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-23T20:30:11.916042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:11.916073] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:11.916100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:11.916156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:11.974032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:11.974942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:11.975030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:11.975062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:12.095304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:12.095469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:12.095508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:12.095537] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:12.098975] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-23T20:30:12.099284] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-23T20:30:12.099415] [INFO ] [sig       ] QSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:12.258168] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QSI.txt
[2025-12-23T20:30:12.258342] [INFO ] [sig       ] [2645/3557] Completed QSI in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:12.258382] [INFO ] [sig       ] [2646/3557] Forecasting QTEC...
[2025-12-23T20:30:12.258411] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-23T20:30:12.258439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-23T20:30:12.271134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-23T20:30:12.271523] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-23T20:30:12.272620] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-23T20:30:12.272678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:12.272710] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:12.272736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:12.272792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:12.331541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:12.332440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:12.332523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:12.332557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:12.454901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:12.455062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:12.455101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:12.455128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:12.458482] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-23T20:30:12.458777] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-23T20:30:12.458906] [INFO ] [sig       ] QTEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:12.596913] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QTEC.txt
[2025-12-23T20:30:12.597072] [INFO ] [sig       ] [2646/3557] Completed QTEC in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:12.597113] [INFO ] [sig       ] [2647/3557] Forecasting QTRX...
[2025-12-23T20:30:12.597142] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-23T20:30:12.597172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-23T20:30:12.609995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-23T20:30:12.610390] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-23T20:30:12.611186] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-23T20:30:12.611241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:12.611272] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:12.611298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:12.611355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:12.666472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:12.667375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:12.667459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:12.667492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:12.787902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:12.788063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:12.788104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:12.788167] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:12.791601] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-12-23T20:30:12.791896] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-23T20:30:12.792028] [INFO ] [sig       ] QTRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:12.932944] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QTRX.txt
[2025-12-23T20:30:12.933085] [INFO ] [sig       ] [2647/3557] Completed QTRX in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-23T20:30:12.933125] [INFO ] [sig       ] [2648/3557] Forecasting QTTB...
[2025-12-23T20:30:12.933154] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-23T20:30:12.933184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-23T20:30:12.945671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-23T20:30:12.945984] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-23T20:30:12.946762] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-23T20:30:12.946815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:12.946846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:12.946871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:12.946927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:13.004076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:13.004935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:13.005016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:13.005048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:13.121295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:13.121452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:13.121492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:13.121520] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:13.124862] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-12-23T20:30:13.125137] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-23T20:30:13.125267] [INFO ] [sig       ] QTTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:13.264418] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QTTB.txt
[2025-12-23T20:30:13.264593] [INFO ] [sig       ] [2648/3557] Completed QTTB in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:13.264638] [INFO ] [sig       ] [2649/3557] Forecasting QTUM...
[2025-12-23T20:30:13.264667] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-23T20:30:13.264696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-23T20:30:13.277390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-23T20:30:13.277774] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-23T20:30:13.278527] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-23T20:30:13.278595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:13.278629] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:13.278655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:13.278711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:13.339849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:13.340713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:13.340797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:13.340830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:13.458644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:13.458798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:13.458840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:13.458884] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:13.462715] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-23T20:30:13.463019] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-23T20:30:13.463150] [INFO ] [sig       ] QTUM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:13.618245] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QTUM.txt
[2025-12-23T20:30:13.618374] [INFO ] [sig       ] [2649/3557] Completed QTUM in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:13.618413] [INFO ] [sig       ] [2650/3557] Forecasting QTWO...
[2025-12-23T20:30:13.618441] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-23T20:30:13.618471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-23T20:30:13.629935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-23T20:30:13.630225] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-23T20:30:13.630996] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-23T20:30:13.631049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:13.631080] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:13.631107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:13.631175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:13.687335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:13.687946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:13.688022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:13.688053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:13.808622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:13.808750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:13.808788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:13.808816] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:13.812048] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-23T20:30:13.812316] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-23T20:30:13.812439] [INFO ] [sig       ] QTWO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:13.955288] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QTWO.txt
[2025-12-23T20:30:13.955498] [INFO ] [sig       ] [2650/3557] Completed QTWO in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:13.955551] [INFO ] [sig       ] [2651/3557] Forecasting QUAD...
[2025-12-23T20:30:13.955609] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-23T20:30:13.955649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-23T20:30:13.968635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-23T20:30:13.969047] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-23T20:30:13.969923] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-23T20:30:13.969978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:13.970009] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:13.970036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:13.970092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:14.034396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:14.035312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:14.035393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:14.035426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:14.163097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:14.163263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:14.163305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:14.163334] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:14.166733] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-23T20:30:14.167007] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-23T20:30:14.167132] [INFO ] [sig       ] QUAD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:14.303461] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QUAD.txt
[2025-12-23T20:30:14.303600] [INFO ] [sig       ] [2651/3557] Completed QUAD in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:14.303642] [INFO ] [sig       ] [2652/3557] Forecasting QUIK...
[2025-12-23T20:30:14.303671] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-23T20:30:14.303700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-23T20:30:14.317500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-23T20:30:14.317830] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-23T20:30:14.318602] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-23T20:30:14.318666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:14.318697] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:14.318724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:14.318780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:14.374360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:14.375218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:14.375295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:14.375325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:14.496344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:14.496498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:14.496546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:14.496593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:14.499910] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-23T20:30:14.500189] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-23T20:30:14.500315] [INFO ] [sig       ] QUIK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:14.645421] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QUIK.txt
[2025-12-23T20:30:14.645629] [INFO ] [sig       ] [2652/3557] Completed QUIK in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:14.645684] [INFO ] [sig       ] [2653/3557] Forecasting QURE...
[2025-12-23T20:30:14.645718] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-23T20:30:14.645747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-23T20:30:14.663908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-23T20:30:14.664673] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-23T20:30:14.666284] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-23T20:30:14.666381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:14.666629] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:14.666668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:14.666754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:14.730237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:14.731759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:14.731941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:14.731983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:14.863355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:14.863629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:14.863677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:14.863705] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:14.867973] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-23T20:30:14.868316] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-23T20:30:14.868482] [INFO ] [sig       ] QURE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:15.015428] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QURE.txt
[2025-12-23T20:30:15.015710] [INFO ] [sig       ] [2653/3557] Completed QURE in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:15.015764] [INFO ] [sig       ] [2654/3557] Forecasting QVAL...
[2025-12-23T20:30:15.015797] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-23T20:30:15.015830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-23T20:30:15.029728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-23T20:30:15.030282] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-23T20:30:15.031278] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-23T20:30:15.031335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:15.031370] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:15.031399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:15.031459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:15.093705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:15.094992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:15.095194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:15.095231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:15.217285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:15.217514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:15.217561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:15.217612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:15.222027] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=39.75%)
[2025-12-23T20:30:15.222369] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-23T20:30:15.222520] [INFO ] [sig       ] QVAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:15.375365] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QVAL.txt
[2025-12-23T20:30:15.375634] [INFO ] [sig       ] [2654/3557] Completed QVAL in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:15.375703] [INFO ] [sig       ] [2655/3557] Forecasting QVCC...
[2025-12-23T20:30:15.375753] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-23T20:30:15.375788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-23T20:30:15.392462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-23T20:30:15.393287] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-23T20:30:15.394437] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-23T20:30:15.394721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:15.394757] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:15.394783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:15.394841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:15.459112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:15.460840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:15.460941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:15.460976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:15.586686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:15.586948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:15.586995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:15.587024] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:15.591889] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-23T20:30:15.592369] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-23T20:30:15.592552] [INFO ] [sig       ] QVCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:15.770437] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/QVCC.txt
[2025-12-23T20:30:15.770723] [INFO ] [sig       ] [2655/3557] Completed QVCC in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:15.770774] [INFO ] [sig       ] [2656/3557] Forecasting QYLD...
[2025-12-23T20:30:15.770805] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-23T20:30:15.770835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-23T20:30:15.786801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-23T20:30:15.787448] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-23T20:30:15.788487] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-23T20:30:15.788549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:15.788625] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:15.788657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:15.788717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:15.850936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:15.852160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:15.852298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:15.852334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:15.983922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:15.984220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:15.984271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:15.984310] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:15.988505] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-23T20:30:15.988956] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-23T20:30:15.989141] [INFO ] [sig       ] QYLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:16.146135] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QYLD.txt
[2025-12-23T20:30:16.146305] [INFO ] [sig       ] [2656/3557] Completed QYLD in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:16.146354] [INFO ] [sig       ] [2657/3557] Forecasting QYLG...
[2025-12-23T20:30:16.146391] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-23T20:30:16.146421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-23T20:30:16.159216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-23T20:30:16.159602] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-23T20:30:16.160405] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-23T20:30:16.160458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:16.160491] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:16.160518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:16.160593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:16.218855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:16.219809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:16.219892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:16.219925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:16.345447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:16.345629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:16.345673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:16.345702] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:16.349154] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-23T20:30:16.349474] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-23T20:30:16.349621] [INFO ] [sig       ] QYLG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:16.499683] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/QYLG.txt
[2025-12-23T20:30:16.499839] [INFO ] [sig       ] [2657/3557] Completed QYLG in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-23T20:30:16.499881] [INFO ] [sig       ] [2658/3557] Forecasting RA...
[2025-12-23T20:30:16.499910] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-23T20:30:16.499939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-23T20:30:16.512698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-23T20:30:16.513125] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-23T20:30:16.513970] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-23T20:30:16.514025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:16.514056] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:16.514082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:16.514137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:16.570279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:16.571129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:16.571209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:16.571241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:16.699435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:16.699618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:16.699661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:16.699691] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:16.703402] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-23T20:30:16.703799] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-23T20:30:16.703946] [INFO ] [sig       ] RA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:16.856973] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RA.txt
[2025-12-23T20:30:16.857153] [INFO ] [sig       ] [2658/3557] Completed RA in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:16.857196] [INFO ] [sig       ] [2659/3557] Forecasting RACE...
[2025-12-23T20:30:16.857226] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-23T20:30:16.857257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-23T20:30:16.871538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-23T20:30:16.871991] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-23T20:30:16.872895] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-23T20:30:16.872950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:16.872981] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:16.873008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:16.873065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:16.932304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:16.933229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:16.933319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:16.933353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:17.056013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:17.056188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:17.056230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:17.056261] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:17.060096] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-23T20:30:17.060379] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-23T20:30:17.060508] [INFO ] [sig       ] RACE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:17.197849] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RACE.txt
[2025-12-23T20:30:17.197996] [INFO ] [sig       ] [2659/3557] Completed RACE in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:17.198036] [INFO ] [sig       ] [2660/3557] Forecasting RAIL...
[2025-12-23T20:30:17.198067] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-23T20:30:17.198097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-23T20:30:17.211422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-23T20:30:17.211786] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-23T20:30:17.212596] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-23T20:30:17.212654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:17.212688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:17.212714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:17.212769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:17.268674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:17.269462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:17.269543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:17.269590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:17.392894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:17.393054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:17.393094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:17.393123] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:17.397223] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-23T20:30:17.397512] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-23T20:30:17.397857] [INFO ] [sig       ] RAIL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:17.543109] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RAIL.txt
[2025-12-23T20:30:17.543241] [INFO ] [sig       ] [2660/3557] Completed RAIL in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:17.543282] [INFO ] [sig       ] [2661/3557] Forecasting RAMP...
[2025-12-23T20:30:17.543311] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-23T20:30:17.543340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-23T20:30:17.555473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-23T20:30:17.555811] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-23T20:30:17.556568] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-23T20:30:17.556641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:17.556698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:17.556727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:17.556784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:17.614756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:17.615545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:17.615640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:17.615674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:17.742175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:17.742348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:17.742391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:17.742420] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:17.745904] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-23T20:30:17.746199] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-23T20:30:17.746332] [INFO ] [sig       ] RAMP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:17.888207] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RAMP.txt
[2025-12-23T20:30:17.888344] [INFO ] [sig       ] [2661/3557] Completed RAMP in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:17.888384] [INFO ] [sig       ] [2662/3557] Forecasting RAPP...
[2025-12-23T20:30:17.888413] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-23T20:30:17.888441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-23T20:30:17.900306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-23T20:30:17.900632] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-23T20:30:17.901395] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-23T20:30:17.901448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:17.901480] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:17.901506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:17.901564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:17.960475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:17.961261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:17.961344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:17.961377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:18.078854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:18.079013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:18.079055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:18.079085] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:18.082519] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-23T20:30:18.082812] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-23T20:30:18.082939] [INFO ] [sig       ] RAPP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:18.221658] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RAPP.txt
[2025-12-23T20:30:18.221806] [INFO ] [sig       ] [2662/3557] Completed RAPP in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:18.221849] [INFO ] [sig       ] [2663/3557] Forecasting RARE...
[2025-12-23T20:30:18.221878] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-23T20:30:18.221907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-23T20:30:18.235775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-23T20:30:18.236128] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-23T20:30:18.237093] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-23T20:30:18.237157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:18.237190] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:18.237216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:18.237272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:18.293308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:18.294086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:18.294167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:18.294198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:18.413816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:18.413973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:18.414013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:18.414042] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:18.417906] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-23T20:30:18.418196] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-23T20:30:18.418326] [INFO ] [sig       ] RARE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:18.568731] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RARE.txt
[2025-12-23T20:30:18.568903] [INFO ] [sig       ] [2663/3557] Completed RARE in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:18.568946] [INFO ] [sig       ] [2664/3557] Forecasting RAVE...
[2025-12-23T20:30:18.568978] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-23T20:30:18.569011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-23T20:30:18.580377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-23T20:30:18.580820] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-23T20:30:18.581623] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-23T20:30:18.581676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:18.581707] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:18.581733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:18.581788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:18.636835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:18.637710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:18.637813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:18.637847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:18.744147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:18.744304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:18.744343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:18.744412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:18.747895] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-23T20:30:18.748175] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-23T20:30:18.748301] [INFO ] [sig       ] RAVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:18.886615] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RAVE.txt
[2025-12-23T20:30:18.886787] [INFO ] [sig       ] [2664/3557] Completed RAVE in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-23T20:30:18.886828] [INFO ] [sig       ] [2665/3557] Forecasting RAY...
[2025-12-23T20:30:18.886857] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-23T20:30:18.886887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-23T20:30:18.899910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-23T20:30:18.900325] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-23T20:30:18.901148] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-23T20:30:18.901202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:18.901234] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:18.901260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:18.901316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:18.956396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:18.957306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:18.957392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:18.957424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:19.071712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:19.071884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:19.071926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:19.071955] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:19.075937] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-23T20:30:19.076211] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-23T20:30:19.076339] [INFO ] [sig       ] RAY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:19.216492] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RAY.txt
[2025-12-23T20:30:19.216666] [INFO ] [sig       ] [2665/3557] Completed RAY in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:19.216708] [INFO ] [sig       ] [2666/3557] Forecasting RBA...
[2025-12-23T20:30:19.216737] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-23T20:30:19.216766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-23T20:30:19.230025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-23T20:30:19.230413] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-23T20:30:19.231194] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-23T20:30:19.231246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:19.231277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:19.231303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:19.231359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:19.289394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:19.290174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:19.290254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:19.290288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:19.411518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:19.411695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:19.411735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:19.411763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:19.415087] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-12-23T20:30:19.415354] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-23T20:30:19.415475] [INFO ] [sig       ] RBA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:19.559814] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RBA.txt
[2025-12-23T20:30:19.559964] [INFO ] [sig       ] [2666/3557] Completed RBA in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:19.560010] [INFO ] [sig       ] [2667/3557] Forecasting RBB...
[2025-12-23T20:30:19.560041] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-23T20:30:19.560071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-23T20:30:19.573157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-23T20:30:19.573595] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-23T20:30:19.574415] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-23T20:30:19.574476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:19.574511] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:19.574538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:19.574614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:19.642570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:19.644008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:19.644098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:19.644132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:19.795318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:19.795476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:19.795518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:19.795547] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:19.799697] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-23T20:30:19.800034] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-23T20:30:19.800176] [INFO ] [sig       ] RBB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:19.950674] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RBB.txt
[2025-12-23T20:30:19.950906] [INFO ] [sig       ] [2667/3557] Completed RBB in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:19.950952] [INFO ] [sig       ] [2668/3557] Forecasting RBBN...
[2025-12-23T20:30:19.950982] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-23T20:30:19.951014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-23T20:30:19.966954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-23T20:30:19.967455] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-23T20:30:19.968373] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-23T20:30:19.968431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:19.968464] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:19.968490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:19.968549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:20.027858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:20.028955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:20.029051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:20.029085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:20.153096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:20.153331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:20.153377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:20.153406] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:20.157293] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-23T20:30:20.157627] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-23T20:30:20.157798] [INFO ] [sig       ] RBBN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:20.302971] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RBBN.txt
[2025-12-23T20:30:20.303203] [INFO ] [sig       ] [2668/3557] Completed RBBN in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:20.303248] [INFO ] [sig       ] [2669/3557] Forecasting RBC...
[2025-12-23T20:30:20.303282] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-23T20:30:20.303314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-23T20:30:20.320476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-23T20:30:20.321052] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-23T20:30:20.322106] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-23T20:30:20.322168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:20.322201] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:20.322260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:20.322321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:20.393235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:20.394392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:20.394487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:20.394521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:20.531406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:20.531647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:20.531704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:20.531737] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:20.535697] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-23T20:30:20.536028] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-23T20:30:20.536172] [INFO ] [sig       ] RBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:20.685986] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RBC.txt
[2025-12-23T20:30:20.686198] [INFO ] [sig       ] [2669/3557] Completed RBC in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:20.686244] [INFO ] [sig       ] [2670/3557] Forecasting RBCAA...
[2025-12-23T20:30:20.686273] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-23T20:30:20.686305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-23T20:30:20.700187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-23T20:30:20.700773] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-23T20:30:20.701717] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-23T20:30:20.701772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:20.701806] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:20.701833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:20.701892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:20.761824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:20.763017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:20.763114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:20.763148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:20.880375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:20.880627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:20.880702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:20.880732] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:20.884503] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=72.20%)
[2025-12-23T20:30:20.884875] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-23T20:30:20.885026] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:21.028313] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RBCAA.txt
[2025-12-23T20:30:21.028498] [INFO ] [sig       ] [2670/3557] Completed RBCAA in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:21.028543] [INFO ] [sig       ] [2671/3557] Forecasting RBLX...
[2025-12-23T20:30:21.028590] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-23T20:30:21.028624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-23T20:30:21.042194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-23T20:30:21.042729] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-23T20:30:21.043672] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-23T20:30:21.043728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:21.043788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:21.043818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:21.043879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:21.102024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:21.103189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:21.103342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:21.103388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:21.225249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:21.225472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:21.225521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:21.225552] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:21.229471] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-23T20:30:21.229866] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-23T20:30:21.230020] [INFO ] [sig       ] RBLX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:21.379884] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RBLX.txt
[2025-12-23T20:30:21.380111] [INFO ] [sig       ] [2671/3557] Completed RBLX in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:21.380157] [INFO ] [sig       ] [2672/3557] Forecasting RC...
[2025-12-23T20:30:21.380193] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-23T20:30:21.380227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-23T20:30:21.393605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-23T20:30:21.394143] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-23T20:30:21.395033] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-23T20:30:21.395087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:21.395119] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:21.395146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:21.395203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:21.453803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:21.454936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:21.455056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:21.455089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:21.584694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:21.584931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:21.585007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:21.585037] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:21.589400] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-23T20:30:21.589844] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-23T20:30:21.589989] [INFO ] [sig       ] RC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:21.738806] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RC.txt
[2025-12-23T20:30:21.739013] [INFO ] [sig       ] [2672/3557] Completed RC in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:21.739059] [INFO ] [sig       ] [2673/3557] Forecasting RCEL...
[2025-12-23T20:30:21.739090] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-23T20:30:21.739120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-23T20:30:21.753233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-23T20:30:21.753752] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-23T20:30:21.754668] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-23T20:30:21.754723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:21.754756] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:21.754784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:21.754844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:21.820247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:21.821440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:21.821557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:21.821619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:21.949928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:21.950167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:21.950213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:21.950244] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:21.954351] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-12-23T20:30:21.954727] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-23T20:30:21.954873] [INFO ] [sig       ] RCEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:22.102134] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RCEL.txt
[2025-12-23T20:30:22.102370] [INFO ] [sig       ] [2673/3557] Completed RCEL in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:22.102422] [INFO ] [sig       ] [2674/3557] Forecasting RCI...
[2025-12-23T20:30:22.102460] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-23T20:30:22.102496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-23T20:30:22.116535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-23T20:30:22.117024] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-23T20:30:22.118055] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-23T20:30:22.118112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:22.118162] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:22.118198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:22.118267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:22.177207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:22.178384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:22.178532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:22.178567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:22.304548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:22.304797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:22.304842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:22.304870] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:22.308651] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-12-23T20:30:22.308958] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-23T20:30:22.309101] [INFO ] [sig       ] RCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:22.457087] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RCI.txt
[2025-12-23T20:30:22.457405] [INFO ] [sig       ] [2674/3557] Completed RCI in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-23T20:30:22.457466] [INFO ] [sig       ] [2675/3557] Forecasting RCKY...
[2025-12-23T20:30:22.457498] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-23T20:30:22.457530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-23T20:30:22.475061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-23T20:30:22.475589] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-23T20:30:22.476880] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-23T20:30:22.476935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:22.476971] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:22.476998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:22.477057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:22.536745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:22.537944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:22.538052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:22.538085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:22.672903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:22.673130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:22.673175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:22.673207] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:22.677184] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-23T20:30:22.677549] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-23T20:30:22.677716] [INFO ] [sig       ] RCKY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:22.826362] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RCKY.txt
[2025-12-23T20:30:22.826604] [INFO ] [sig       ] [2675/3557] Completed RCKY in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:22.826669] [INFO ] [sig       ] [2676/3557] Forecasting RCL...
[2025-12-23T20:30:22.826703] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-23T20:30:22.826735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-23T20:30:22.841420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-23T20:30:22.842021] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-23T20:30:22.843078] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-23T20:30:22.843134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:22.843168] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:22.843196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:22.843254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:22.903118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:22.904263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:22.904377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:22.904410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:23.029149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:23.029401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:23.029445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:23.029480] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:23.033497] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-23T20:30:23.033860] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-23T20:30:23.034011] [INFO ] [sig       ] RCL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:23.187073] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RCL.txt
[2025-12-23T20:30:23.187335] [INFO ] [sig       ] [2676/3557] Completed RCL in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:23.187387] [INFO ] [sig       ] [2677/3557] Forecasting RCS...
[2025-12-23T20:30:23.187420] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-23T20:30:23.187453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-23T20:30:23.202251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-23T20:30:23.202866] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-23T20:30:23.204088] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-23T20:30:23.204158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:23.204207] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:23.204246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:23.204335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:23.278265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:23.279497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:23.279673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:23.279711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:23.426783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:23.427043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:23.427094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:23.427128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:23.431729] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-23T20:30:23.432077] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-23T20:30:23.432238] [INFO ] [sig       ] RCS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:23.583036] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RCS.txt
[2025-12-23T20:30:23.583262] [INFO ] [sig       ] [2677/3557] Completed RCS in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:23.583310] [INFO ] [sig       ] [2678/3557] Forecasting RCUS...
[2025-12-23T20:30:23.583387] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-23T20:30:23.583426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-23T20:30:23.597855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-23T20:30:23.598402] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-23T20:30:23.599415] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-23T20:30:23.599477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:23.599642] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:23.599686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:23.599760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:23.659816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:23.661010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:23.661117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:23.661190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:23.789378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:23.789636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:23.789682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:23.789711] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:23.793642] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-23T20:30:23.793987] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-23T20:30:23.794135] [INFO ] [sig       ] RCUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:23.943964] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RCUS.txt
[2025-12-23T20:30:23.944195] [INFO ] [sig       ] [2678/3557] Completed RCUS in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:23.944278] [INFO ] [sig       ] [2679/3557] Forecasting RDCM...
[2025-12-23T20:30:23.944314] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-23T20:30:23.944350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-23T20:30:23.958885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-23T20:30:23.959400] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-23T20:30:23.960290] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-23T20:30:23.960344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:23.960376] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:23.960401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:23.960457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:24.020640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:24.021821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:24.021923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:24.021957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:24.155550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:24.155860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:24.155946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:24.155983] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:24.160623] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-23T20:30:24.161154] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-23T20:30:24.161312] [INFO ] [sig       ] RDCM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:24.318439] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RDCM.txt
[2025-12-23T20:30:24.318660] [INFO ] [sig       ] [2679/3557] Completed RDCM in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:24.318715] [INFO ] [sig       ] [2680/3557] Forecasting RDHL...
[2025-12-23T20:30:24.318760] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-23T20:30:24.318793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-23T20:30:24.332906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-23T20:30:24.333406] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-23T20:30:24.334336] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-23T20:30:24.334392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:24.334428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:24.334463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:24.334523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:24.397280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:24.398528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:24.398682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:24.398719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:24.525131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:24.525371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:24.525418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:24.525449] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:24.530005] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-23T20:30:24.530308] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-23T20:30:24.530447] [INFO ] [sig       ] RDHL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:24.679022] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RDHL.txt
[2025-12-23T20:30:24.679265] [INFO ] [sig       ] [2680/3557] Completed RDHL in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-23T20:30:24.679316] [INFO ] [sig       ] [2681/3557] Forecasting RDVY...
[2025-12-23T20:30:24.679348] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-23T20:30:24.679380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-23T20:30:24.694375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-23T20:30:24.694912] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-23T20:30:24.696062] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-23T20:30:24.696118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:24.696153] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:24.696181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:24.696239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:24.756603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:24.757960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:24.758064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:24.758098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:24.891177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:24.891404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:24.891456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:24.891596] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:24.895440] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-23T20:30:24.895983] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-23T20:30:24.896122] [INFO ] [sig       ] RDVY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:25.040970] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RDVY.txt
[2025-12-23T20:30:25.041197] [INFO ] [sig       ] [2681/3557] Completed RDVY in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:25.041244] [INFO ] [sig       ] [2682/3557] Forecasting RDY...
[2025-12-23T20:30:25.041275] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-23T20:30:25.041306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-23T20:30:25.056968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-23T20:30:25.057519] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-23T20:30:25.058488] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-23T20:30:25.058550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:25.058611] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:25.058643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:25.058703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:25.118420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:25.119609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:25.119708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:25.119742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:25.249816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:25.250060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:25.250109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:25.250139] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:25.254303] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-23T20:30:25.254746] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-23T20:30:25.254926] [INFO ] [sig       ] RDY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:25.402171] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RDY.txt
[2025-12-23T20:30:25.402359] [INFO ] [sig       ] [2682/3557] Completed RDY in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:25.402402] [INFO ] [sig       ] [2683/3557] Forecasting REAL...
[2025-12-23T20:30:25.402431] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-23T20:30:25.402462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-23T20:30:25.416405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-23T20:30:25.416872] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-23T20:30:25.417777] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-23T20:30:25.417831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:25.417862] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:25.417887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:25.417946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:25.475483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:25.476653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:25.476747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:25.476808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:25.607958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:25.608197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:25.608244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:25.608277] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:25.612526] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-23T20:30:25.612945] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-23T20:30:25.613101] [INFO ] [sig       ] REAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:25.767532] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/REAL.txt
[2025-12-23T20:30:25.767758] [INFO ] [sig       ] [2683/3557] Completed REAL in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:25.767803] [INFO ] [sig       ] [2684/3557] Forecasting REAX...
[2025-12-23T20:30:25.767834] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-23T20:30:25.767869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-23T20:30:25.783157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-23T20:30:25.783704] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-23T20:30:25.784651] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-23T20:30:25.784707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:25.784741] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:25.784768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:25.784827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:25.844360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:25.845543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:25.845688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:25.845724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:25.968989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:25.969284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:25.969334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:25.969365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:25.973419] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-23T20:30:25.973747] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-23T20:30:25.973897] [INFO ] [sig       ] REAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:26.117227] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REAX.txt
[2025-12-23T20:30:26.117415] [INFO ] [sig       ] [2684/3557] Completed REAX in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:26.117458] [INFO ] [sig       ] [2685/3557] Forecasting REBN...
[2025-12-23T20:30:26.117488] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-23T20:30:26.117517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-23T20:30:26.132119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-23T20:30:26.132672] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-23T20:30:26.133555] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-23T20:30:26.133627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:26.133661] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:26.133706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:26.133764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:26.192710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:26.193805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:26.193907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:26.193948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:26.313915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:26.314155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:26.314200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:26.314230] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:26.318695] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-23T20:30:26.319038] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-23T20:30:26.319203] [INFO ] [sig       ] REBN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:26.490620] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/REBN.txt
[2025-12-23T20:30:26.490873] [INFO ] [sig       ] [2685/3557] Completed REBN in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:26.490931] [INFO ] [sig       ] [2686/3557] Forecasting REFI...
[2025-12-23T20:30:26.490969] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-23T20:30:26.491001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-23T20:30:26.507111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-23T20:30:26.507834] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-23T20:30:26.509119] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-23T20:30:26.509228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:26.509272] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:26.509308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:26.509392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:26.592089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:26.593608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:26.593830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:26.593881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:26.774966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:26.775246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:26.775306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:26.775347] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:26.780350] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-23T20:30:26.780888] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-23T20:30:26.781073] [INFO ] [sig       ] REFI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:27.012325] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/REFI.txt
[2025-12-23T20:30:27.012685] [INFO ] [sig       ] [2686/3557] Completed REFI in 0.5s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:27.012755] [INFO ] [sig       ] [2687/3557] Forecasting REG...
[2025-12-23T20:30:27.012795] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-23T20:30:27.012837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-23T20:30:27.040634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-23T20:30:27.041408] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-23T20:30:27.042971] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-23T20:30:27.043051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:27.043127] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:27.043178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:27.043277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:27.127250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:27.128930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:27.129089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:27.129140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:27.314337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:27.314657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:27.314739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:27.314788] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:27.322332] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-23T20:30:27.323200] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-23T20:30:27.323501] [INFO ] [sig       ] REG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:27.535851] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REG.txt
[2025-12-23T20:30:27.536097] [INFO ] [sig       ] [2687/3557] Completed REG in 0.5s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:27.536145] [INFO ] [sig       ] [2688/3557] Forecasting REGN...
[2025-12-23T20:30:27.536176] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-23T20:30:27.536211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-23T20:30:27.554406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-23T20:30:27.555211] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-23T20:30:27.556668] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-23T20:30:27.556743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:27.556790] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:27.556834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:27.556923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:27.630809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:27.632526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:27.632855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:27.632919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:27.804750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:27.804994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:27.805043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:27.805083] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:27.810234] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-23T20:30:27.810774] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-23T20:30:27.810998] [INFO ] [sig       ] REGN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:27.981278] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/REGN.txt
[2025-12-23T20:30:27.981501] [INFO ] [sig       ] [2688/3557] Completed REGN in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:27.981547] [INFO ] [sig       ] [2689/3557] Forecasting RELL...
[2025-12-23T20:30:27.981596] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-23T20:30:27.981638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-23T20:30:27.996830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-23T20:30:27.997337] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-23T20:30:27.998199] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-23T20:30:27.998255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:27.998289] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:27.998316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:27.998372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:28.057187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:28.058138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:28.058235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:28.058271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:28.177981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:28.178156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:28.178196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:28.178229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:28.181755] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-23T20:30:28.182067] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-23T20:30:28.182202] [INFO ] [sig       ] RELL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:28.332722] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RELL.txt
[2025-12-23T20:30:28.332887] [INFO ] [sig       ] [2689/3557] Completed RELL in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:28.332928] [INFO ] [sig       ] [2690/3557] Forecasting RELX...
[2025-12-23T20:30:28.332959] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-23T20:30:28.332990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-23T20:30:28.347219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-23T20:30:28.347604] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-23T20:30:28.348388] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-23T20:30:28.348444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:28.348477] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:28.348505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:28.348562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:28.404607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:28.405460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:28.405547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:28.405602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:28.527103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:28.527271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:28.527312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:28.527341] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:28.530768] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-23T20:30:28.531046] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-23T20:30:28.531190] [INFO ] [sig       ] RELX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:28.668957] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RELX.txt
[2025-12-23T20:30:28.669135] [INFO ] [sig       ] [2690/3557] Completed RELX in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:28.669198] [INFO ] [sig       ] [2691/3557] Forecasting RELY...
[2025-12-23T20:30:28.669228] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-23T20:30:28.669257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-23T20:30:28.682520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-23T20:30:28.682887] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-23T20:30:28.683672] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-23T20:30:28.683724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:28.683756] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:28.683781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:28.683836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:28.739630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:28.740452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:28.740533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:28.740566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:28.858665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:28.858831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:28.858870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:28.858900] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:28.862264] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-23T20:30:28.862532] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-23T20:30:28.862676] [INFO ] [sig       ] RELY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:29.000208] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RELY.txt
[2025-12-23T20:30:29.000393] [INFO ] [sig       ] [2691/3557] Completed RELY in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:29.000440] [INFO ] [sig       ] [2692/3557] Forecasting REPL...
[2025-12-23T20:30:29.000471] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-23T20:30:29.000500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-23T20:30:29.012435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-23T20:30:29.012801] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-23T20:30:29.013554] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-23T20:30:29.013626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:29.013658] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:29.013684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:29.013739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:29.069102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:29.069974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:29.070065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:29.070096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:29.186385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:29.186549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:29.186609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:29.186640] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:29.189999] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-23T20:30:29.190273] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-23T20:30:29.190398] [INFO ] [sig       ] REPL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:29.328515] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REPL.txt
[2025-12-23T20:30:29.328696] [INFO ] [sig       ] [2692/3557] Completed REPL in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-23T20:30:29.328738] [INFO ] [sig       ] [2693/3557] Forecasting RERE...
[2025-12-23T20:30:29.328768] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-23T20:30:29.328798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-23T20:30:29.341360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-23T20:30:29.341708] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-23T20:30:29.342459] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-23T20:30:29.342511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:29.342542] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:29.342586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:29.342646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:29.398294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:29.399118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:29.399222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:29.399255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:29.515447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:29.515627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:29.515669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:29.515698] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:29.519441] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-23T20:30:29.519736] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-23T20:30:29.519859] [INFO ] [sig       ] RERE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:29.657602] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RERE.txt
[2025-12-23T20:30:29.657768] [INFO ] [sig       ] [2693/3557] Completed RERE in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-23T20:30:29.657810] [INFO ] [sig       ] [2694/3557] Forecasting RES...
[2025-12-23T20:30:29.657840] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-23T20:30:29.657869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-23T20:30:29.669524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-23T20:30:29.669967] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-23T20:30:29.670779] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-23T20:30:29.670836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:29.670871] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:29.670897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:29.670956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:29.727985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:29.728836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:29.728918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:29.728950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:29.848207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:29.848374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:29.848413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:29.848442] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:29.851826] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2025-12-23T20:30:29.852107] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-23T20:30:29.852230] [INFO ] [sig       ] RES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:29.990090] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RES.txt
[2025-12-23T20:30:29.990253] [INFO ] [sig       ] [2694/3557] Completed RES in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-23T20:30:29.990295] [INFO ] [sig       ] [2695/3557] Forecasting REVG...
[2025-12-23T20:30:29.990324] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-23T20:30:29.990353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-23T20:30:30.003127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-23T20:30:30.003559] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-23T20:30:30.004395] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-23T20:30:30.004450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:30.004513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:30.004541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:30.004613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:30.060732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:30.061670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:30.061759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:30.061792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:30.201309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:30.201479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:30.201522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:30.201550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:30.205005] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-23T20:30:30.205294] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-23T20:30:30.205434] [INFO ] [sig       ] REVG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:30.349766] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REVG.txt
[2025-12-23T20:30:30.349936] [INFO ] [sig       ] [2695/3557] Completed REVG in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-23T20:30:30.349978] [INFO ] [sig       ] [2696/3557] Forecasting REX...
[2025-12-23T20:30:30.350007] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-23T20:30:30.350035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-23T20:30:30.362459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-23T20:30:30.362876] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-23T20:30:30.363706] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-23T20:30:30.363760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:30.363793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:30.363819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:30.363875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:30.423311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:30.424195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:30.424279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:30.424316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:30.541468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:30.541635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:30.541679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:30.541710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:30.545170] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-23T20:30:30.545446] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-23T20:30:30.545570] [INFO ] [sig       ] REX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:30.686279] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REX.txt
[2025-12-23T20:30:30.686424] [INFO ] [sig       ] [2696/3557] Completed REX in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-23T20:30:30.686469] [INFO ] [sig       ] [2697/3557] Forecasting REYN...
[2025-12-23T20:30:30.686499] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-23T20:30:30.686528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-23T20:30:30.698261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-23T20:30:30.698608] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-23T20:30:30.699548] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-23T20:30:30.699616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:30.699649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:30.699674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:30.699729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:30.755379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:30.756057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:30.756133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:30.756164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:30.870769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:30.870930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:30.870972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:30.871003] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:30.874448] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-23T20:30:30.874748] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-23T20:30:30.874877] [INFO ] [sig       ] REYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:31.016425] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/REYN.txt
[2025-12-23T20:30:31.016624] [INFO ] [sig       ] [2697/3557] Completed REYN in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-23T20:30:31.016669] [INFO ] [sig       ] [2698/3557] Forecasting REZI...
[2025-12-23T20:30:31.016703] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-23T20:30:31.016733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-23T20:30:31.028385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-23T20:30:31.028753] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-23T20:30:31.029546] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-23T20:30:31.029632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:31.029666] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:31.029694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:31.029749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:31.087162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:31.088092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:31.088174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:31.088206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:31.205357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:31.205500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:31.205540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:31.205616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:31.208915] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-23T20:30:31.209214] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-23T20:30:31.209340] [INFO ] [sig       ] REZI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:31.359232] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/REZI.txt
[2025-12-23T20:30:31.359396] [INFO ] [sig       ] [2698/3557] Completed REZI in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:31.359438] [INFO ] [sig       ] [2699/3557] Forecasting RF...
[2025-12-23T20:30:31.359468] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-23T20:30:31.359498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-23T20:30:31.372010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-23T20:30:31.372344] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-23T20:30:31.373133] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-23T20:30:31.373188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:31.373221] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:31.373248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:31.373305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:31.431886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:31.432522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:31.432617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:31.432653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:31.554381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:31.554517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:31.554558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:31.554610] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:31.557950] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2025-12-23T20:30:31.558223] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-23T20:30:31.558350] [INFO ] [sig       ] RF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:31.697542] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RF.txt
[2025-12-23T20:30:31.697691] [INFO ] [sig       ] [2699/3557] Completed RF in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:31.697734] [INFO ] [sig       ] [2700/3557] Forecasting RFI...
[2025-12-23T20:30:31.697762] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-23T20:30:31.697791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-23T20:30:31.709806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-23T20:30:31.710119] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-23T20:30:31.710925] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-23T20:30:31.710978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:31.711012] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:31.711039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:31.711096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:31.769706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:31.770487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:31.770564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:31.770616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:31.894251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:31.894398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:31.894451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:31.894482] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:31.898227] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-23T20:30:31.898512] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-23T20:30:31.898655] [INFO ] [sig       ] RFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:32.039632] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RFI.txt
[2025-12-23T20:30:32.039786] [INFO ] [sig       ] [2700/3557] Completed RFI in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:32.039834] [INFO ] [sig       ] [2701/3557] Forecasting RFL...
[2025-12-23T20:30:32.039865] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-23T20:30:32.039895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-23T20:30:32.052560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-23T20:30:32.052946] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-23T20:30:32.053781] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-23T20:30:32.053834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:32.053865] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:32.053891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:32.053946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:32.109480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:32.110137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:32.110221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:32.110255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:32.225648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:32.225803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:32.225842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:32.225870] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:32.229252] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-23T20:30:32.229540] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-23T20:30:32.229695] [INFO ] [sig       ] RFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:32.391699] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RFL.txt
[2025-12-23T20:30:32.391884] [INFO ] [sig       ] [2701/3557] Completed RFL in 0.4s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:32.391940] [INFO ] [sig       ] [2702/3557] Forecasting RFM...
[2025-12-23T20:30:32.391974] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-23T20:30:32.392006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-23T20:30:32.406134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-23T20:30:32.406515] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-23T20:30:32.407369] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-23T20:30:32.407424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:32.407457] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:32.407484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:32.407541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:32.469699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:32.470549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:32.470652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:32.470687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:32.582273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:32.582434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:32.582475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:32.582503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:32.585863] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-12-23T20:30:32.586135] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-23T20:30:32.586257] [INFO ] [sig       ] RFM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:32.723006] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RFM.txt
[2025-12-23T20:30:32.723155] [INFO ] [sig       ] [2702/3557] Completed RFM in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:32.723196] [INFO ] [sig       ] [2703/3557] Forecasting RFMZ...
[2025-12-23T20:30:32.723225] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-23T20:30:32.723254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-23T20:30:32.735548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-23T20:30:32.735931] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-23T20:30:32.736705] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-23T20:30:32.736758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:32.736789] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:32.736815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:32.736870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:32.791775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:32.792601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:32.792682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:32.792714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:32.907286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:32.907451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:32.907491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:32.907519] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:32.910916] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-23T20:30:32.911196] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-23T20:30:32.911335] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:33.056846] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RFMZ.txt
[2025-12-23T20:30:33.057015] [INFO ] [sig       ] [2703/3557] Completed RFMZ in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:33.057067] [INFO ] [sig       ] [2704/3557] Forecasting RGA...
[2025-12-23T20:30:33.057097] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-23T20:30:33.057127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-23T20:30:33.069689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-23T20:30:33.070069] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-23T20:30:33.070984] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-23T20:30:33.071038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:33.071070] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:33.071096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:33.071151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:33.128806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:33.129737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:33.129860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:33.129902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:33.251240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:33.251403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:33.251443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:33.251473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:33.255052] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-23T20:30:33.255360] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-23T20:30:33.255495] [INFO ] [sig       ] RGA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:33.403287] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RGA.txt
[2025-12-23T20:30:33.403448] [INFO ] [sig       ] [2704/3557] Completed RGA in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:33.403488] [INFO ] [sig       ] [2705/3557] Forecasting RGCO...
[2025-12-23T20:30:33.403520] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-23T20:30:33.403549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-23T20:30:33.415764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-23T20:30:33.416132] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-23T20:30:33.416931] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-23T20:30:33.416984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:33.417015] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:33.417042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:33.417102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:33.472543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:33.473351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:33.473481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:33.473514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:33.575248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:33.575409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:33.575477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:33.575508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:33.578871] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-23T20:30:33.579148] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-23T20:30:33.579300] [INFO ] [sig       ] RGCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:33.717881] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RGCO.txt
[2025-12-23T20:30:33.718057] [INFO ] [sig       ] [2705/3557] Completed RGCO in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:33.718098] [INFO ] [sig       ] [2706/3557] Forecasting RGEN...
[2025-12-23T20:30:33.718131] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-23T20:30:33.718160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-23T20:30:33.732507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-23T20:30:33.732847] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-23T20:30:33.733871] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-23T20:30:33.733926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:33.733958] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:33.733985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:33.734043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:33.791305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:33.792011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:33.792093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:33.792125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:33.911013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:33.911160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:33.911200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:33.911229] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:33.914629] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-23T20:30:33.914912] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-23T20:30:33.915041] [INFO ] [sig       ] RGEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:34.059769] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RGEN.txt
[2025-12-23T20:30:34.059917] [INFO ] [sig       ] [2706/3557] Completed RGEN in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:34.059957] [INFO ] [sig       ] [2707/3557] Forecasting RGLD...
[2025-12-23T20:30:34.059986] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-23T20:30:34.060024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-23T20:30:34.072355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-23T20:30:34.072728] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-23T20:30:34.073636] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-23T20:30:34.073692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:34.073733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:34.073763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:34.073828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:34.131558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:34.132418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:34.132530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:34.132566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:34.253426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:34.253611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:34.253653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:34.253681] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:34.257172] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2025-12-23T20:30:34.257453] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-23T20:30:34.257595] [INFO ] [sig       ] RGLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:34.396562] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RGLD.txt
[2025-12-23T20:30:34.396734] [INFO ] [sig       ] [2707/3557] Completed RGLD in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:34.396779] [INFO ] [sig       ] [2708/3557] Forecasting RGNX...
[2025-12-23T20:30:34.396811] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-23T20:30:34.396840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-23T20:30:34.409420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-23T20:30:34.409752] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-23T20:30:34.410535] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-23T20:30:34.410604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:34.410638] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:34.410666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:34.410722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:34.468107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:34.468902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:34.468983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:34.469016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:34.587540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:34.587706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:34.587747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:34.587776] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:34.591182] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-23T20:30:34.591463] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-23T20:30:34.591615] [INFO ] [sig       ] RGNX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:34.736893] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RGNX.txt
[2025-12-23T20:30:34.737097] [INFO ] [sig       ] [2708/3557] Completed RGNX in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:34.737158] [INFO ] [sig       ] [2709/3557] Forecasting RGP...
[2025-12-23T20:30:34.737203] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-23T20:30:34.737247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-23T20:30:34.749831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-23T20:30:34.750161] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-23T20:30:34.751004] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-23T20:30:34.751058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:34.751103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:34.751131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:34.751188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:34.811950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:34.812746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:34.812825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:34.812857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:34.935068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:34.935218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:34.935258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:34.935289] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:34.939092] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-23T20:30:34.939390] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-23T20:30:34.939517] [INFO ] [sig       ] RGP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:35.089663] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RGP.txt
[2025-12-23T20:30:35.089822] [INFO ] [sig       ] [2709/3557] Completed RGP in 0.4s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:35.089867] [INFO ] [sig       ] [2710/3557] Forecasting RGS...
[2025-12-23T20:30:35.089896] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-23T20:30:35.089925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-23T20:30:35.100204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-23T20:30:35.100511] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-23T20:30:35.101290] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-23T20:30:35.101342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:35.101373] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:35.101400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:35.101455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:35.160640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:35.161458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:35.161535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:35.161567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:35.266863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:35.267223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:35.267265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:35.267296] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:35.270719] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-12-23T20:30:35.271008] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-23T20:30:35.271136] [INFO ] [sig       ] RGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:35.410381] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RGS.txt
[2025-12-23T20:30:35.410538] [INFO ] [sig       ] [2710/3557] Completed RGS in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-23T20:30:35.410597] [INFO ] [sig       ] [2711/3557] Forecasting RGTI...
[2025-12-23T20:30:35.410630] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-23T20:30:35.410660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-23T20:30:35.425332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-23T20:30:35.425799] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-23T20:30:35.426947] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-23T20:30:35.427019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:35.427072] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:35.427119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:35.427208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:35.487228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:35.488106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:35.488195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:35.488227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:35.608757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:35.608912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:35.608955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:35.608986] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:35.612408] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-12-23T20:30:35.612706] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-23T20:30:35.612832] [INFO ] [sig       ] RGTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:35.755050] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RGTI.txt
[2025-12-23T20:30:35.755190] [INFO ] [sig       ] [2711/3557] Completed RGTI in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-23T20:30:35.755230] [INFO ] [sig       ] [2712/3557] Forecasting RH...
[2025-12-23T20:30:35.755262] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-23T20:30:35.755291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-23T20:30:35.767365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-23T20:30:35.767689] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-23T20:30:35.768693] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-23T20:30:35.768748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:35.768806] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:35.768835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:35.768900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:35.827215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:35.827848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:35.827926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:35.827957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:35.951725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:35.951927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:35.951976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:35.952008] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:35.955696] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-23T20:30:35.955984] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-23T20:30:35.956119] [INFO ] [sig       ] RH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:36.097688] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RH.txt
[2025-12-23T20:30:36.097862] [INFO ] [sig       ] [2712/3557] Completed RH in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-23T20:30:36.097923] [INFO ] [sig       ] [2713/3557] Forecasting RHI...
[2025-12-23T20:30:36.097982] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-23T20:30:36.098019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-23T20:30:36.111548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-23T20:30:36.111924] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-23T20:30:36.112742] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-23T20:30:36.112797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:36.112830] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:36.112858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:36.112915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:36.172519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:36.173377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:36.173475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:36.173524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:36.306621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:36.306795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:36.306852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:36.306896] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:36.310655] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-12-23T20:30:36.310977] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-23T20:30:36.311115] [INFO ] [sig       ] RHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:36.467306] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RHI.txt
[2025-12-23T20:30:36.467470] [INFO ] [sig       ] [2713/3557] Completed RHI in 0.4s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-23T20:30:36.467511] [INFO ] [sig       ] [2714/3557] Forecasting RHP...
[2025-12-23T20:30:36.467542] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-23T20:30:36.467590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-23T20:30:36.480272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-23T20:30:36.480661] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-23T20:30:36.481442] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-23T20:30:36.481497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:36.481531] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:36.481562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:36.481655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:36.545200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:36.546059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:36.546143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:36.546177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:36.677032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:36.677189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:36.677231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:36.677261] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:36.685026] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-23T20:30:36.685461] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-23T20:30:36.685641] [INFO ] [sig       ] RHP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:36.840548] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RHP.txt
[2025-12-23T20:30:36.840736] [INFO ] [sig       ] [2714/3557] Completed RHP in 0.4s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-23T20:30:36.840789] [INFO ] [sig       ] [2715/3557] Forecasting RIG...
[2025-12-23T20:30:36.840821] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-23T20:30:36.840852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-23T20:30:36.855435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-23T20:30:36.855842] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-23T20:30:36.856828] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-23T20:30:36.856883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:36.856915] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:36.856941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:36.856997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:36.919138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:36.920192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:36.920284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:36.920318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:37.052305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:37.052470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:37.052512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:37.052544] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:37.056616] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-23T20:30:37.056920] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-23T20:30:37.057247] [INFO ] [sig       ] RIG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:37.195729] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RIG.txt
[2025-12-23T20:30:37.195867] [INFO ] [sig       ] [2715/3557] Completed RIG in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:37.195907] [INFO ] [sig       ] [2716/3557] Forecasting RIGL...
[2025-12-23T20:30:37.195936] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-23T20:30:37.195965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-23T20:30:37.209303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-23T20:30:37.209797] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-23T20:30:37.210715] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-23T20:30:37.210771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:37.210805] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:37.210835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:37.210932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:37.278646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:37.279831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:37.279938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:37.279989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:37.435473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:37.435664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:37.435707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:37.435754] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:37.439458] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-12-23T20:30:37.439855] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-23T20:30:37.440001] [INFO ] [sig       ] RIGL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:37.583000] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RIGL.txt
[2025-12-23T20:30:37.583164] [INFO ] [sig       ] [2716/3557] Completed RIGL in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:37.583206] [INFO ] [sig       ] [2717/3557] Forecasting RILY...
[2025-12-23T20:30:37.583238] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-23T20:30:37.583269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-23T20:30:37.595145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-23T20:30:37.595514] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-23T20:30:37.596318] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-23T20:30:37.596372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:37.596404] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:37.596430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:37.596487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:37.651861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:37.652671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:37.652779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:37.652830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:37.778676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:37.778837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:37.778881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:37.778910] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:37.782341] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-23T20:30:37.782642] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-23T20:30:37.782775] [INFO ] [sig       ] RILY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:37.931967] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RILY.txt
[2025-12-23T20:30:37.932118] [INFO ] [sig       ] [2717/3557] Completed RILY in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:37.932159] [INFO ] [sig       ] [2718/3557] Forecasting RILYN...
[2025-12-23T20:30:37.932188] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-23T20:30:37.932217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-23T20:30:37.943228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-23T20:30:37.943511] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-23T20:30:37.944289] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-23T20:30:37.944342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:37.944373] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:37.944398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:37.944452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:38.000310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:38.001173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:38.001251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:38.001284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:38.111698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:38.111862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:38.111901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:38.111929] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:38.115273] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-23T20:30:38.115546] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-23T20:30:38.115690] [INFO ] [sig       ] RILYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:38.257028] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RILYN.txt
[2025-12-23T20:30:38.257183] [INFO ] [sig       ] [2718/3557] Completed RILYN in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:38.257225] [INFO ] [sig       ] [2719/3557] Forecasting RILYZ...
[2025-12-23T20:30:38.257254] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-23T20:30:38.257283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-23T20:30:38.268768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-23T20:30:38.269103] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-23T20:30:38.269914] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-23T20:30:38.269966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:38.269998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:38.270024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:38.270080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:38.325701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:38.326543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:38.326640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:38.326674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:38.443316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:38.443474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:38.443514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:38.443543] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:38.446906] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-23T20:30:38.447184] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-23T20:30:38.447312] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:38.585949] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RILYZ.txt
[2025-12-23T20:30:38.586113] [INFO ] [sig       ] [2719/3557] Completed RILYZ in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:38.586153] [INFO ] [sig       ] [2720/3557] Forecasting RIME...
[2025-12-23T20:30:38.586184] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-23T20:30:38.586213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-23T20:30:38.600275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-23T20:30:38.600667] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-23T20:30:38.601460] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-23T20:30:38.601514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:38.601546] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:38.601592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:38.601667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:38.659610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:38.660484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:38.660564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:38.660616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:38.780177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:38.780336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:38.780376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:38.780407] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:38.784188] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-23T20:30:38.784465] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-23T20:30:38.784605] [INFO ] [sig       ] RIME: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:38.927384] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RIME.txt
[2025-12-23T20:30:38.927540] [INFO ] [sig       ] [2720/3557] Completed RIME in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:38.927598] [INFO ] [sig       ] [2721/3557] Forecasting RING...
[2025-12-23T20:30:38.927631] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-23T20:30:38.927661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-23T20:30:38.939947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-23T20:30:38.940272] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-23T20:30:38.941039] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-23T20:30:38.941091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:38.941122] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:38.941148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:38.941203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:38.998701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:38.999638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:38.999720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:38.999753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:39.125911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:39.126092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:39.126133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:39.126162] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:39.129699] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-23T20:30:39.130029] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-23T20:30:39.130159] [INFO ] [sig       ] RING: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:39.269989] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RING.txt
[2025-12-23T20:30:39.270144] [INFO ] [sig       ] [2721/3557] Completed RING in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:39.270185] [INFO ] [sig       ] [2722/3557] Forecasting RIO...
[2025-12-23T20:30:39.270214] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-23T20:30:39.270244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-23T20:30:39.282651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-23T20:30:39.282984] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-23T20:30:39.283781] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-23T20:30:39.283833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:39.283868] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:39.283897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:39.283952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:39.340403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:39.341261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:39.341375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:39.341408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:39.480545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:39.480716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:39.480756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:39.480787] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:39.484172] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-23T20:30:39.484455] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-23T20:30:39.484607] [INFO ] [sig       ] RIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:39.635344] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RIO.txt
[2025-12-23T20:30:39.635504] [INFO ] [sig       ] [2722/3557] Completed RIO in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:39.635543] [INFO ] [sig       ] [2723/3557] Forecasting RITM...
[2025-12-23T20:30:39.635598] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-23T20:30:39.635631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-23T20:30:39.647438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-23T20:30:39.647829] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-23T20:30:39.648626] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-23T20:30:39.648680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:39.648712] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:39.648745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:39.648822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:39.707436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:39.708394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:39.708484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:39.708517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:39.829862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:39.830023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:39.830064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:39.830092] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:39.833503] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-23T20:30:39.833805] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-23T20:30:39.833931] [INFO ] [sig       ] RITM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:39.989794] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RITM.txt
[2025-12-23T20:30:39.989956] [INFO ] [sig       ] [2723/3557] Completed RITM in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:39.989997] [INFO ] [sig       ] [2724/3557] Forecasting RIVN...
[2025-12-23T20:30:39.990026] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-23T20:30:39.990056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-23T20:30:40.004116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-23T20:30:40.004517] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-23T20:30:40.005659] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-23T20:30:40.005719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:40.005755] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:40.005786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:40.005857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:40.067239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:40.068142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:40.068232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:40.068267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:40.192467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:40.192638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:40.192681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:40.192708] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:40.196376] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-23T20:30:40.196673] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-23T20:30:40.196800] [INFO ] [sig       ] RIVN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:40.337743] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RIVN.txt
[2025-12-23T20:30:40.337882] [INFO ] [sig       ] [2724/3557] Completed RIVN in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:40.337922] [INFO ] [sig       ] [2725/3557] Forecasting RKLB...
[2025-12-23T20:30:40.337954] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-23T20:30:40.337982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-23T20:30:40.353596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-23T20:30:40.353887] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-23T20:30:40.354753] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-23T20:30:40.354825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:40.354883] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:40.354930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:40.355001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:40.412512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:40.413241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:40.413321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:40.413354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:40.535623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:40.535767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:40.535806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:40.535834] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:40.539112] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-12-23T20:30:40.539403] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-23T20:30:40.539525] [INFO ] [sig       ] RKLB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:40.682305] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RKLB.txt
[2025-12-23T20:30:40.682498] [INFO ] [sig       ] [2725/3557] Completed RKLB in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:40.682543] [INFO ] [sig       ] [2726/3557] Forecasting RL...
[2025-12-23T20:30:40.682591] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-23T20:30:40.682626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-23T20:30:40.694779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-23T20:30:40.695126] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-23T20:30:40.695915] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-23T20:30:40.695968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:40.696003] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:40.696030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:40.696085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:40.755309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:40.756076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:40.756161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:40.756202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:40.876752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:40.876890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:40.876931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:40.876959] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:40.880343] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-12-23T20:30:40.880642] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-23T20:30:40.880771] [INFO ] [sig       ] RL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:41.019943] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RL.txt
[2025-12-23T20:30:41.020072] [INFO ] [sig       ] [2726/3557] Completed RL in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:41.020112] [INFO ] [sig       ] [2727/3557] Forecasting RLAY...
[2025-12-23T20:30:41.020140] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-23T20:30:41.020169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-23T20:30:41.236229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-23T20:30:41.236513] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-23T20:30:41.237272] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-23T20:30:41.237324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:41.237355] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:41.237385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:41.237440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:41.292957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:41.293594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:41.293669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:41.293701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:41.419371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:41.419523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:41.419564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:41.419610] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:41.422901] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-12-23T20:30:41.423190] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-23T20:30:41.423315] [INFO ] [sig       ] RLAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:41.562803] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RLAY.txt
[2025-12-23T20:30:41.562939] [INFO ] [sig       ] [2727/3557] Completed RLAY in 0.5s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:41.562979] [INFO ] [sig       ] [2728/3557] Forecasting RLI...
[2025-12-23T20:30:41.563007] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-23T20:30:41.563036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-23T20:30:41.575923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-23T20:30:41.576194] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-23T20:30:41.576956] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-23T20:30:41.577008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:41.577039] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:41.577066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:41.577127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:41.633565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:41.634259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:41.634340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:41.634372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:41.757641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:41.757806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:41.757847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:41.757876] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:41.761353] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-23T20:30:41.761653] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-23T20:30:41.761788] [INFO ] [sig       ] RLI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:41.900025] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RLI.txt
[2025-12-23T20:30:41.900164] [INFO ] [sig       ] [2728/3557] Completed RLI in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-23T20:30:41.900203] [INFO ] [sig       ] [2729/3557] Forecasting RLJ...
[2025-12-23T20:30:41.900233] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-23T20:30:41.900262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-23T20:30:41.912017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-23T20:30:41.912500] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-23T20:30:41.913264] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-23T20:30:41.913316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:41.913373] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:41.913401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:41.913456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:41.968762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:41.969407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:41.969481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:41.969513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:42.087218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:42.087391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:42.087433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:42.087461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:42.090807] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-23T20:30:42.091077] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-23T20:30:42.091199] [INFO ] [sig       ] RLJ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:42.228802] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RLJ.txt
[2025-12-23T20:30:42.228932] [INFO ] [sig       ] [2729/3557] Completed RLJ in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-23T20:30:42.228971] [INFO ] [sig       ] [2730/3557] Forecasting RLMD...
[2025-12-23T20:30:42.229001] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-23T20:30:42.229029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-23T20:30:42.241742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-23T20:30:42.242017] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-23T20:30:42.242796] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-23T20:30:42.242847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:42.242877] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:42.242903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:42.242962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:42.298401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:42.299052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:42.299128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:42.299185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:42.420869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:42.421027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:42.421069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:42.421099] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:42.424499] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-23T20:30:42.424782] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-23T20:30:42.424906] [INFO ] [sig       ] RLMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:42.572114] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RLMD.txt
[2025-12-23T20:30:42.572274] [INFO ] [sig       ] [2730/3557] Completed RLMD in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-23T20:30:42.572315] [INFO ] [sig       ] [2731/3557] Forecasting RLTY...
[2025-12-23T20:30:42.572344] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-23T20:30:42.572373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-23T20:30:42.588248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-23T20:30:42.588545] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-23T20:30:42.589342] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-23T20:30:42.589394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:42.589427] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:42.589453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:42.589508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:42.644292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:42.644959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:42.645035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:42.645066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:42.757597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:42.757749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:42.757788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:42.757816] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:42.761125] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-23T20:30:42.761417] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-23T20:30:42.761538] [INFO ] [sig       ] RLTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:42.898445] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RLTY.txt
[2025-12-23T20:30:42.898587] [INFO ] [sig       ] [2731/3557] Completed RLTY in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-23T20:30:42.898628] [INFO ] [sig       ] [2732/3557] Forecasting RLX...
[2025-12-23T20:30:42.898657] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-23T20:30:42.898686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-23T20:30:42.910395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-23T20:30:42.910714] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-23T20:30:42.911459] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-23T20:30:42.911510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:42.911541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:42.911566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:42.911644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:42.967570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:42.968243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:42.968322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:42.968353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:43.086286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:43.086440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:43.086480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:43.086543] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:43.090174] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-23T20:30:43.090448] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-23T20:30:43.090588] [INFO ] [sig       ] RLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:43.233878] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RLX.txt
[2025-12-23T20:30:43.234048] [INFO ] [sig       ] [2732/3557] Completed RLX in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:43.234091] [INFO ] [sig       ] [2733/3557] Forecasting RM...
[2025-12-23T20:30:43.234121] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-23T20:30:43.234150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-23T20:30:43.246044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-23T20:30:43.246372] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-23T20:30:43.247157] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-23T20:30:43.247209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:43.247252] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:43.247279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:43.247338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:43.303405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:43.304222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:43.304310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:43.304343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:43.420682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:43.420837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:43.420876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:43.420904] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:43.424210] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-23T20:30:43.424489] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-23T20:30:43.424633] [INFO ] [sig       ] RM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:43.560918] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RM.txt
[2025-12-23T20:30:43.561059] [INFO ] [sig       ] [2733/3557] Completed RM in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:43.561098] [INFO ] [sig       ] [2734/3557] Forecasting RMAX...
[2025-12-23T20:30:43.561128] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-23T20:30:43.561157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-23T20:30:43.572427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-23T20:30:43.572777] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-23T20:30:43.573539] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-23T20:30:43.573611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:43.573643] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:43.573669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:43.573725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:43.631129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:43.631978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:43.632061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:43.632093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:43.764089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:43.764466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:43.764521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:43.764563] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:43.768344] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-12-23T20:30:43.768697] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-23T20:30:43.768833] [INFO ] [sig       ] RMAX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:43.929756] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RMAX.txt
[2025-12-23T20:30:43.929922] [INFO ] [sig       ] [2734/3557] Completed RMAX in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:43.929966] [INFO ] [sig       ] [2735/3557] Forecasting RMBI...
[2025-12-23T20:30:43.930001] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-23T20:30:43.930033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-23T20:30:43.942365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-23T20:30:43.942820] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-23T20:30:43.943722] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-23T20:30:43.943777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:43.943810] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:43.943837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:43.943893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:44.018464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:44.019561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:44.019678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:44.019711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:44.138648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:44.138807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:44.138849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:44.138879] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:44.142534] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-23T20:30:44.142873] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-23T20:30:44.143010] [INFO ] [sig       ] RMBI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:44.305391] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RMBI.txt
[2025-12-23T20:30:44.305543] [INFO ] [sig       ] [2735/3557] Completed RMBI in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:44.305603] [INFO ] [sig       ] [2736/3557] Forecasting RMBS...
[2025-12-23T20:30:44.305635] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-23T20:30:44.305664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-23T20:30:44.317384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-23T20:30:44.317755] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-23T20:30:44.318546] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-23T20:30:44.318616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:44.318649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:44.318675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:44.318731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:44.378301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:44.379195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:44.379282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:44.379316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:44.500035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:44.500205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:44.500249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:44.500280] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:44.503761] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-23T20:30:44.504042] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-23T20:30:44.504170] [INFO ] [sig       ] RMBS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:44.643328] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RMBS.txt
[2025-12-23T20:30:44.643491] [INFO ] [sig       ] [2736/3557] Completed RMBS in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:44.643540] [INFO ] [sig       ] [2737/3557] Forecasting RMD...
[2025-12-23T20:30:44.643594] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-23T20:30:44.643627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-23T20:30:44.657279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-23T20:30:44.657645] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-23T20:30:44.658558] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-23T20:30:44.658634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:44.658667] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:44.658694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:44.658750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:44.722272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:44.723202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:44.723298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:44.723347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:44.855190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:44.855353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:44.855396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:44.855427] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:44.859060] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-23T20:30:44.859395] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-23T20:30:44.859529] [INFO ] [sig       ] RMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:45.009029] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RMD.txt
[2025-12-23T20:30:45.009207] [INFO ] [sig       ] [2737/3557] Completed RMD in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:45.009252] [INFO ] [sig       ] [2738/3557] Forecasting RMI...
[2025-12-23T20:30:45.009282] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-23T20:30:45.009311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-23T20:30:45.020134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-23T20:30:45.020493] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-23T20:30:45.021320] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-23T20:30:45.021374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:45.021413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:45.021446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:45.021504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:45.084954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:45.085865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:45.085950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:45.085984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:45.205441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:45.205632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:45.205674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:45.205706] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:45.209472] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-23T20:30:45.209799] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-23T20:30:45.209941] [INFO ] [sig       ] RMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:45.356259] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RMI.txt
[2025-12-23T20:30:45.356411] [INFO ] [sig       ] [2738/3557] Completed RMI in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:45.356451] [INFO ] [sig       ] [2739/3557] Forecasting RMM...
[2025-12-23T20:30:45.356482] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-23T20:30:45.356513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-23T20:30:45.368118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-23T20:30:45.368457] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-23T20:30:45.369307] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-23T20:30:45.369361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:45.369392] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:45.369419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:45.369475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:45.428368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:45.429208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:45.429320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:45.429354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:45.551178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:45.551336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:45.551377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:45.551405] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:45.554743] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-12-23T20:30:45.555018] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-23T20:30:45.555141] [INFO ] [sig       ] RMM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:45.694336] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RMM.txt
[2025-12-23T20:30:45.694483] [INFO ] [sig       ] [2739/3557] Completed RMM in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:45.694523] [INFO ] [sig       ] [2740/3557] Forecasting RMMZ...
[2025-12-23T20:30:45.694552] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-23T20:30:45.694600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-23T20:30:45.705818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-23T20:30:45.706152] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-23T20:30:45.706957] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-23T20:30:45.707010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:45.707042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:45.707070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:45.707127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:45.762539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:45.763306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:45.763385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:45.763418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:45.880622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:45.880776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:45.880817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:45.880862] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:45.884171] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-23T20:30:45.884444] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-23T20:30:45.884583] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:46.027977] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RMMZ.txt
[2025-12-23T20:30:46.028115] [INFO ] [sig       ] [2740/3557] Completed RMMZ in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:46.028156] [INFO ] [sig       ] [2741/3557] Forecasting RMNI...
[2025-12-23T20:30:46.028184] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-23T20:30:46.028214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-23T20:30:46.039080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-23T20:30:46.039388] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-23T20:30:46.040177] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-23T20:30:46.040229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:46.040260] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:46.040287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:46.040343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:46.094923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:46.095661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:46.095739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:46.095771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:46.214354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:46.214511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:46.214551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:46.214598] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:46.217989] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=45.16%)
[2025-12-23T20:30:46.218268] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-23T20:30:46.218394] [INFO ] [sig       ] RMNI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:46.355442] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RMNI.txt
[2025-12-23T20:30:46.355590] [INFO ] [sig       ] [2741/3557] Completed RMNI in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:46.355632] [INFO ] [sig       ] [2742/3557] Forecasting RNA...
[2025-12-23T20:30:46.355661] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-23T20:30:46.355690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-23T20:30:46.367029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-23T20:30:46.367374] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-23T20:30:46.368228] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-23T20:30:46.368284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:46.368317] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:46.368344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:46.368401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:46.423986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:46.424692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:46.424786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:46.424820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:46.541083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:46.541238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:46.541277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:46.541308] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:46.544645] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-23T20:30:46.544918] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-23T20:30:46.545045] [INFO ] [sig       ] RNA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:46.682692] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RNA.txt
[2025-12-23T20:30:46.682863] [INFO ] [sig       ] [2742/3557] Completed RNA in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:46.682918] [INFO ] [sig       ] [2743/3557] Forecasting RNAC...
[2025-12-23T20:30:46.682957] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-23T20:30:46.682998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-23T20:30:46.695141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-23T20:30:46.695483] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-23T20:30:46.696275] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-23T20:30:46.696328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:46.696360] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:46.696386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:46.696441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:46.752592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:46.753296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:46.753374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:46.753406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:46.871846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:46.872011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:46.872052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:46.872084] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:46.875385] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-23T20:30:46.875685] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-23T20:30:46.875808] [INFO ] [sig       ] RNAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:47.013995] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RNAC.txt
[2025-12-23T20:30:47.014125] [INFO ] [sig       ] [2743/3557] Completed RNAC in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:47.014165] [INFO ] [sig       ] [2744/3557] Forecasting RNAZ...
[2025-12-23T20:30:47.014193] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-23T20:30:47.014223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-23T20:30:47.024847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-23T20:30:47.025131] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-23T20:30:47.025914] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-23T20:30:47.025966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:47.025998] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:47.026037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:47.026097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:47.081939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:47.082690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:47.082767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:47.082799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:47.196491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:47.196657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:47.196701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:47.196733] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:47.200093] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-23T20:30:47.200372] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-23T20:30:47.200494] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:47.338768] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RNAZ.txt
[2025-12-23T20:30:47.338911] [INFO ] [sig       ] [2744/3557] Completed RNAZ in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:47.338952] [INFO ] [sig       ] [2745/3557] Forecasting RNG...
[2025-12-23T20:30:47.338981] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-23T20:30:47.339010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-23T20:30:47.353505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-23T20:30:47.353860] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-23T20:30:47.354664] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-23T20:30:47.354716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:47.354748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:47.354775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:47.354831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:47.411173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:47.412007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:47.412086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:47.412118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:47.540898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:47.541069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:47.541119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:47.541155] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:47.544658] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-23T20:30:47.544937] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-23T20:30:47.545078] [INFO ] [sig       ] RNG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:47.687043] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RNG.txt
[2025-12-23T20:30:47.687186] [INFO ] [sig       ] [2745/3557] Completed RNG in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-23T20:30:47.687227] [INFO ] [sig       ] [2746/3557] Forecasting RNP...
[2025-12-23T20:30:47.687255] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-23T20:30:47.687285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-23T20:30:47.698259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-23T20:30:47.698587] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-23T20:30:47.699378] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-23T20:30:47.699430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:47.699486] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:47.699514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:47.699587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:47.755863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:47.756777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:47.756858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:47.756891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:47.874461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:47.874645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:47.874689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:47.874718] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:47.878104] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-23T20:30:47.878384] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-23T20:30:47.878509] [INFO ] [sig       ] RNP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:48.017818] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RNP.txt
[2025-12-23T20:30:48.017945] [INFO ] [sig       ] [2746/3557] Completed RNP in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-23T20:30:48.017984] [INFO ] [sig       ] [2747/3557] Forecasting ROAD...
[2025-12-23T20:30:48.018013] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-23T20:30:48.018042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-23T20:30:48.029810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-23T20:30:48.030107] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-23T20:30:48.030901] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-23T20:30:48.030953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:48.030984] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:48.031010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:48.031076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:48.086663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:48.087328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:48.087404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:48.087440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:48.211334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:48.211479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:48.211520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:48.211548] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:48.214849] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2025-12-23T20:30:48.215117] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-23T20:30:48.215239] [INFO ] [sig       ] ROAD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:48.354345] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ROAD.txt
[2025-12-23T20:30:48.354485] [INFO ] [sig       ] [2747/3557] Completed ROAD in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-23T20:30:48.354524] [INFO ] [sig       ] [2748/3557] Forecasting ROCK...
[2025-12-23T20:30:48.354553] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-23T20:30:48.354609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-23T20:30:48.365553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-23T20:30:48.365927] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-23T20:30:48.366712] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-23T20:30:48.366765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:48.366797] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:48.366822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:48.366878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:48.422853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:48.423504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:48.423602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:48.423636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:48.548294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:48.548467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:48.548507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:48.548534] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:48.552075] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-23T20:30:48.552357] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-23T20:30:48.552481] [INFO ] [sig       ] ROCK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:48.695164] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ROCK.txt
[2025-12-23T20:30:48.695302] [INFO ] [sig       ] [2748/3557] Completed ROCK in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-23T20:30:48.695342] [INFO ] [sig       ] [2749/3557] Forecasting ROE...
[2025-12-23T20:30:48.695372] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-23T20:30:48.695403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-23T20:30:48.709769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-23T20:30:48.710195] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-23T20:30:48.711044] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-23T20:30:48.711111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:48.711152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:48.711187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:48.711247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:48.767919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:48.768786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:48.768871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:48.768905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:48.892277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:48.892440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:48.892481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:48.892549] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:48.896011] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-23T20:30:48.896305] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-23T20:30:48.896442] [INFO ] [sig       ] ROE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:49.059147] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ROE.txt
[2025-12-23T20:30:49.059341] [INFO ] [sig       ] [2749/3557] Completed ROE in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:49.059383] [INFO ] [sig       ] [2750/3557] Forecasting ROP...
[2025-12-23T20:30:49.059412] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-23T20:30:49.059442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-23T20:30:49.071237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-23T20:30:49.071528] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-23T20:30:49.072342] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-23T20:30:49.072395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:49.072428] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:49.072456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:49.072513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:49.145343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:49.146335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:49.146438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:49.146487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:49.280306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:49.280457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:49.280498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:49.280526] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:49.283951] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-12-23T20:30:49.284235] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-23T20:30:49.284360] [INFO ] [sig       ] ROP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:49.482515] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ROP.txt
[2025-12-23T20:30:49.482691] [INFO ] [sig       ] [2750/3557] Completed ROP in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:49.482734] [INFO ] [sig       ] [2751/3557] Forecasting RPAY...
[2025-12-23T20:30:49.482763] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-23T20:30:49.482792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-23T20:30:49.494420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-23T20:30:49.494841] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-23T20:30:49.495692] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-23T20:30:49.495745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:49.495777] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:49.495804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:49.495866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:49.554050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:49.554938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:49.555026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:49.555059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:49.682434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:49.682601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:49.682644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:49.682676] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:49.686082] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-12-23T20:30:49.686562] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-23T20:30:49.686709] [INFO ] [sig       ] RPAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:49.826128] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RPAY.txt
[2025-12-23T20:30:49.826255] [INFO ] [sig       ] [2751/3557] Completed RPAY in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:49.826295] [INFO ] [sig       ] [2752/3557] Forecasting RPD...
[2025-12-23T20:30:49.826323] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-23T20:30:49.826354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-23T20:30:49.838145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-23T20:30:49.838437] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-23T20:30:49.839229] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-23T20:30:49.839280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:49.839312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:49.839338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:49.839392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:49.896802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:49.897682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:49.897773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:49.897818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:50.024913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:50.025096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:50.025154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:50.025194] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:50.029887] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-23T20:30:50.030224] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-23T20:30:50.030365] [INFO ] [sig       ] RPD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:50.176179] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RPD.txt
[2025-12-23T20:30:50.176331] [INFO ] [sig       ] [2752/3557] Completed RPD in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:50.176372] [INFO ] [sig       ] [2753/3557] Forecasting RPID...
[2025-12-23T20:30:50.176400] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-23T20:30:50.176430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-23T20:30:50.188061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-23T20:30:50.188360] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-23T20:30:50.189184] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-23T20:30:50.189243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:50.189276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:50.189304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:50.189361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:50.249448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:50.250169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:50.250262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:50.250297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:50.368855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:50.369007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:50.369047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:50.369077] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:50.372963] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-12-23T20:30:50.373247] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-23T20:30:50.373374] [INFO ] [sig       ] RPID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:50.519533] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RPID.txt
[2025-12-23T20:30:50.519706] [INFO ] [sig       ] [2753/3557] Completed RPID in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:50.519750] [INFO ] [sig       ] [2754/3557] Forecasting RPRX...
[2025-12-23T20:30:50.519779] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-23T20:30:50.519808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-23T20:30:50.531199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-23T20:30:50.531476] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-23T20:30:50.532244] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-23T20:30:50.532297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:50.532328] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:50.532354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:50.532410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:50.589689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:50.590564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:50.590663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:50.590697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:50.714222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:50.714382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:50.714424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:50.714454] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:50.718123] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-23T20:30:50.718397] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-23T20:30:50.718523] [INFO ] [sig       ] RPRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:50.862224] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RPRX.txt
[2025-12-23T20:30:50.862383] [INFO ] [sig       ] [2754/3557] Completed RPRX in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:50.862425] [INFO ] [sig       ] [2755/3557] Forecasting RPTX...
[2025-12-23T20:30:50.862454] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-23T20:30:50.862483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-23T20:30:50.877544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-23T20:30:50.878005] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-23T20:30:50.878861] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-23T20:30:50.878913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:50.878944] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:50.878971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:50.879026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:50.948456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:50.949525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:50.949652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:50.949688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:51.069759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:51.069903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:51.069942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:51.069970] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:51.073283] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-23T20:30:51.073554] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-23T20:30:51.073694] [INFO ] [sig       ] RPTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:51.216492] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RPTX.txt
[2025-12-23T20:30:51.216652] [INFO ] [sig       ] [2755/3557] Completed RPTX in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:51.216695] [INFO ] [sig       ] [2756/3557] Forecasting RQI...
[2025-12-23T20:30:51.216725] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-23T20:30:51.216754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-23T20:30:51.229670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-23T20:30:51.229982] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-23T20:30:51.230778] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-23T20:30:51.230830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:51.230860] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:51.230887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:51.230943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:51.288942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:51.289736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:51.289846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:51.289880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:51.407104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:51.407258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:51.407298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:51.407327] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:51.410701] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-23T20:30:51.410987] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-23T20:30:51.411113] [INFO ] [sig       ] RQI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:51.547597] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RQI.txt
[2025-12-23T20:30:51.547738] [INFO ] [sig       ] [2756/3557] Completed RQI in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:51.547776] [INFO ] [sig       ] [2757/3557] Forecasting RRBI...
[2025-12-23T20:30:51.547807] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-23T20:30:51.547837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-23T20:30:51.558260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-23T20:30:51.558561] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-23T20:30:51.559375] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-23T20:30:51.559440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:51.559472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:51.559498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:51.559553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:51.615094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:51.615959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:51.616043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:51.616075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:51.729069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:51.729275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:51.729327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:51.729359] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:51.732804] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-23T20:30:51.733085] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-23T20:30:51.733211] [INFO ] [sig       ] RRBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:51.871481] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RRBI.txt
[2025-12-23T20:30:51.871632] [INFO ] [sig       ] [2757/3557] Completed RRBI in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:51.871673] [INFO ] [sig       ] [2758/3557] Forecasting RRC...
[2025-12-23T20:30:51.871703] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-23T20:30:51.871732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-23T20:30:51.884130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-23T20:30:51.884437] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-23T20:30:51.885218] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-23T20:30:51.885270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:51.885302] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:51.885329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:51.885385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:51.941705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:51.942357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:51.942435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:51.942469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:52.073602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:52.073753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:52.073791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:52.073819] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:52.077136] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-23T20:30:52.077418] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-23T20:30:52.077545] [INFO ] [sig       ] RRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:52.216543] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RRC.txt
[2025-12-23T20:30:52.216695] [INFO ] [sig       ] [2758/3557] Completed RRC in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:52.216735] [INFO ] [sig       ] [2759/3557] Forecasting RRGB...
[2025-12-23T20:30:52.216764] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-23T20:30:52.216793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-23T20:30:52.228868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-23T20:30:52.229279] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-23T20:30:52.230095] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-23T20:30:52.230149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:52.230183] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:52.230209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:52.230265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:52.286455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:52.287410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:52.287499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:52.287532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:52.409002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:52.409192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:52.409237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:52.409267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:52.413541] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=41.85%)
[2025-12-23T20:30:52.413880] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-23T20:30:52.414021] [INFO ] [sig       ] RRGB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:52.560431] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RRGB.txt
[2025-12-23T20:30:52.560636] [INFO ] [sig       ] [2759/3557] Completed RRGB in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:52.560682] [INFO ] [sig       ] [2760/3557] Forecasting RRX...
[2025-12-23T20:30:52.560712] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-23T20:30:52.560742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-23T20:30:52.573512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-23T20:30:52.573890] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-23T20:30:52.574698] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-23T20:30:52.574751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:52.574783] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:52.574810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:52.574866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:52.634077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:52.634953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:52.635031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:52.635064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:52.760380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:52.760538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:52.760596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:52.760628] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:52.764137] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-23T20:30:52.764613] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-23T20:30:52.764739] [INFO ] [sig       ] RRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:52.915400] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RRX.txt
[2025-12-23T20:30:52.915559] [INFO ] [sig       ] [2760/3557] Completed RRX in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:52.915625] [INFO ] [sig       ] [2761/3557] Forecasting RS...
[2025-12-23T20:30:52.915659] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-23T20:30:52.915694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-23T20:30:52.928105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-23T20:30:52.928442] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-23T20:30:52.929278] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-23T20:30:52.929332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:52.929364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:52.929392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:52.929449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:52.989773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:52.990642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:52.990723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:52.990757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:53.114652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:53.114807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:53.114848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:53.114877] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:53.118339] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-23T20:30:53.118642] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-23T20:30:53.118780] [INFO ] [sig       ] RS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:53.264386] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RS.txt
[2025-12-23T20:30:53.264552] [INFO ] [sig       ] [2761/3557] Completed RS in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:53.264614] [INFO ] [sig       ] [2762/3557] Forecasting RSG...
[2025-12-23T20:30:53.264649] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-23T20:30:53.264681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-23T20:30:53.276512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-23T20:30:53.276907] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-23T20:30:53.277766] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-23T20:30:53.277822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:53.277855] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:53.277882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:53.277939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:53.335342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:53.336229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:53.336310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:53.336343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:53.461200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:53.461547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:53.461606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:53.461637] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:53.465498] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-23T20:30:53.465832] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-23T20:30:53.465986] [INFO ] [sig       ] RSG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:53.614240] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RSG.txt
[2025-12-23T20:30:53.614401] [INFO ] [sig       ] [2762/3557] Completed RSG in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-23T20:30:53.614441] [INFO ] [sig       ] [2763/3557] Forecasting RSI...
[2025-12-23T20:30:53.614472] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-23T20:30:53.614500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-23T20:30:53.628933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-23T20:30:53.629358] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-23T20:30:53.630278] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-23T20:30:53.630337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:53.630402] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:53.630435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:53.630506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:53.694452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:53.695319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:53.695608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:53.695645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:53.823001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:53.823158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:53.823198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:53.823226] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:53.826942] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-23T20:30:53.827212] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-23T20:30:53.827336] [INFO ] [sig       ] RSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:53.970453] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RSI.txt
[2025-12-23T20:30:53.970625] [INFO ] [sig       ] [2763/3557] Completed RSI in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-23T20:30:53.970669] [INFO ] [sig       ] [2764/3557] Forecasting RSKD...
[2025-12-23T20:30:53.970699] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-23T20:30:53.970728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-23T20:30:53.983191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-23T20:30:53.983719] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-23T20:30:53.984740] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-23T20:30:53.984794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:53.984825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:53.984851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:53.984905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:54.047325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:54.048240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:54.048343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:54.048377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:54.169297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:54.169689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:54.169752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:54.169784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:54.173692] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-23T20:30:54.173987] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-23T20:30:54.174114] [INFO ] [sig       ] RSKD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:54.317373] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RSKD.txt
[2025-12-23T20:30:54.317529] [INFO ] [sig       ] [2764/3557] Completed RSKD in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-23T20:30:54.317587] [INFO ] [sig       ] [2765/3557] Forecasting RSSS...
[2025-12-23T20:30:54.317619] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-23T20:30:54.317649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-23T20:30:54.329343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-23T20:30:54.329908] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-23T20:30:54.330958] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-23T20:30:54.331011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:54.331043] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:54.331068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:54.331125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:54.390845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:54.391737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:54.391819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:54.391852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:54.511010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:54.511168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:54.511211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:54.511240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:54.514887] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-23T20:30:54.515171] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-23T20:30:54.515297] [INFO ] [sig       ] RSSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:54.657812] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RSSS.txt
[2025-12-23T20:30:54.657968] [INFO ] [sig       ] [2765/3557] Completed RSSS in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-23T20:30:54.658008] [INFO ] [sig       ] [2766/3557] Forecasting RTO...
[2025-12-23T20:30:54.658038] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-23T20:30:54.658068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-23T20:30:54.670780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-23T20:30:54.671106] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-23T20:30:54.671910] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-23T20:30:54.671965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:54.671997] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:54.672024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:54.672080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:54.730193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:54.731008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:54.731099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:54.731132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:54.856061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:54.856217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:54.856257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:54.856325] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:54.859964] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-23T20:30:54.860249] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-23T20:30:54.860374] [INFO ] [sig       ] RTO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:55.002909] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RTO.txt
[2025-12-23T20:30:55.003075] [INFO ] [sig       ] [2766/3557] Completed RTO in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-23T20:30:55.003117] [INFO ] [sig       ] [2767/3557] Forecasting RUM...
[2025-12-23T20:30:55.003145] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-23T20:30:55.003174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-23T20:30:55.015256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-23T20:30:55.015585] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-23T20:30:55.016359] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-23T20:30:55.016411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:55.016442] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:55.016468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:55.016524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:55.073319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:55.074182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:55.074259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:55.074292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:55.197628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:55.197783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:55.197821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:55.197849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:55.201207] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-12-23T20:30:55.201498] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-23T20:30:55.201638] [INFO ] [sig       ] RUM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:55.341342] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RUM.txt
[2025-12-23T20:30:55.341499] [INFO ] [sig       ] [2767/3557] Completed RUM in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:55.341539] [INFO ] [sig       ] [2768/3557] Forecasting RUN...
[2025-12-23T20:30:55.341588] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-23T20:30:55.341630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-23T20:30:55.354409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-23T20:30:55.354854] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-23T20:30:55.355932] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-23T20:30:55.356001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:55.356062] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:55.356103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:55.356191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:55.431361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:55.432428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:55.432533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:55.432602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:55.556038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:55.556198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:55.556239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:55.556270] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:55.559856] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-12-23T20:30:55.560144] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-23T20:30:55.560284] [INFO ] [sig       ] RUN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:55.699026] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RUN.txt
[2025-12-23T20:30:55.699204] [INFO ] [sig       ] [2768/3557] Completed RUN in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:55.699246] [INFO ] [sig       ] [2769/3557] Forecasting RUNN...
[2025-12-23T20:30:55.699276] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-23T20:30:55.699305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-23T20:30:55.711896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-23T20:30:55.712329] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-23T20:30:55.713426] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-23T20:30:55.713496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:55.713541] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:55.713603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:55.713694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:55.779610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:55.780464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:55.780546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:55.780599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:55.898704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:55.898856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:55.898895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:55.898924] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:55.902321] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-23T20:30:55.902617] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-23T20:30:55.902745] [INFO ] [sig       ] RUNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:56.042733] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RUNN.txt
[2025-12-23T20:30:56.042889] [INFO ] [sig       ] [2769/3557] Completed RUNN in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:56.042927] [INFO ] [sig       ] [2770/3557] Forecasting RUSHA...
[2025-12-23T20:30:56.042958] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-23T20:30:56.042987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-23T20:30:56.054129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-23T20:30:56.054468] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-23T20:30:56.055269] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-23T20:30:56.055334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:56.055372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:56.055398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:56.055455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:56.114664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:56.115736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:56.115829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:56.115864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:56.236023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:56.236197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:56.236240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:56.236272] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:56.240104] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-23T20:30:56.240600] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-23T20:30:56.240758] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:56.389866] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RUSHA.txt
[2025-12-23T20:30:56.390053] [INFO ] [sig       ] [2770/3557] Completed RUSHA in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:56.390106] [INFO ] [sig       ] [2771/3557] Forecasting RUSHB...
[2025-12-23T20:30:56.390140] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-23T20:30:56.390170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-23T20:30:56.403705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-23T20:30:56.404078] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-23T20:30:56.404989] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-23T20:30:56.405048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:56.405079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:56.405106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:56.405161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:56.465383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:56.466279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:56.466359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:56.466390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:56.567827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:56.567968] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:30:56.568010] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:56.568040] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:56.571365] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-12-23T20:30:56.571655] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-23T20:30:56.571782] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:56.707933] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RUSHB.txt
[2025-12-23T20:30:56.708071] [INFO ] [sig       ] [2771/3557] Completed RUSHB in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:56.708110] [INFO ] [sig       ] [2772/3557] Forecasting RVMD...
[2025-12-23T20:30:56.708147] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-23T20:30:56.708177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-23T20:30:56.719765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-23T20:30:56.720087] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-23T20:30:56.720879] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-23T20:30:56.720931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:56.720962] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:56.720987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:56.721042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:56.775827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:56.776547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:56.776642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:56.776675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:56.897086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:56.897245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:56.897285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:56.897313] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:56.900685] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-23T20:30:56.900959] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-23T20:30:56.901085] [INFO ] [sig       ] RVMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:57.052207] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RVMD.txt
[2025-12-23T20:30:57.052379] [INFO ] [sig       ] [2772/3557] Completed RVMD in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:57.052422] [INFO ] [sig       ] [2773/3557] Forecasting RVSB...
[2025-12-23T20:30:57.052451] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-23T20:30:57.052480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-23T20:30:57.063716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-23T20:30:57.064114] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-23T20:30:57.064952] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-23T20:30:57.065007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:57.065040] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:57.065068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:57.065134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:57.120865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:57.121730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:57.121860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:57.121894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:57.239134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:57.239312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:57.239351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:57.239381] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:57.242755] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-12-23T20:30:57.243028] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-23T20:30:57.243153] [INFO ] [sig       ] RVSB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:57.381767] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RVSB.txt
[2025-12-23T20:30:57.381931] [INFO ] [sig       ] [2773/3557] Completed RVSB in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:57.381973] [INFO ] [sig       ] [2774/3557] Forecasting RVTY...
[2025-12-23T20:30:57.382004] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-23T20:30:57.382035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-23T20:30:57.393836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-23T20:30:57.394175] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-23T20:30:57.395020] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-23T20:30:57.395074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:57.395106] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:57.395132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:57.395189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:57.460045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:57.461076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:57.461162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:57.461195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:57.593100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:57.593256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:57.593296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:57.593326] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:57.596745] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-23T20:30:57.597030] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-23T20:30:57.597158] [INFO ] [sig       ] RVTY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:57.763006] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RVTY.txt
[2025-12-23T20:30:57.763146] [INFO ] [sig       ] [2774/3557] Completed RVTY in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:57.763188] [INFO ] [sig       ] [2775/3557] Forecasting RWAY...
[2025-12-23T20:30:57.763218] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-23T20:30:57.763247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-23T20:30:57.774799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-23T20:30:57.775108] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-23T20:30:57.775885] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-23T20:30:57.775938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:57.775969] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:57.775995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:57.776051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:57.834641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:57.835483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:57.835606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:57.835643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:57.964235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:57.964415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:57.964460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:57.964508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:57.969558] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-23T20:30:57.970474] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-23T20:30:57.970749] [INFO ] [sig       ] RWAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:58.109978] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RWAY.txt
[2025-12-23T20:30:58.110134] [INFO ] [sig       ] [2775/3557] Completed RWAY in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:58.110174] [INFO ] [sig       ] [2776/3557] Forecasting RXO...
[2025-12-23T20:30:58.110203] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-23T20:30:58.110232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-23T20:30:58.122466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-23T20:30:58.122891] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-23T20:30:58.123728] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-23T20:30:58.123785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:58.123818] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:58.123846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:58.123903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:58.181704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:58.182624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:58.182713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:58.182746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:58.305339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:58.305501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:58.305542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:58.305589] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:58.309036] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-23T20:30:58.309364] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-23T20:30:58.309499] [INFO ] [sig       ] RXO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:58.452492] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RXO.txt
[2025-12-23T20:30:58.452712] [INFO ] [sig       ] [2776/3557] Completed RXO in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:58.452755] [INFO ] [sig       ] [2777/3557] Forecasting RXRX...
[2025-12-23T20:30:58.452784] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-23T20:30:58.452814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-23T20:30:58.465097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-23T20:30:58.465487] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-23T20:30:58.466291] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-23T20:30:58.466344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:58.466377] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:58.466404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:58.466460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:58.525015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:58.525880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:58.525966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:58.526015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:58.649984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:58.650152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:58.650193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:58.650221] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:58.653630] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-23T20:30:58.653920] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-23T20:30:58.654049] [INFO ] [sig       ] RXRX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:58.801685] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RXRX.txt
[2025-12-23T20:30:58.801829] [INFO ] [sig       ] [2777/3557] Completed RXRX in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:58.801872] [INFO ] [sig       ] [2778/3557] Forecasting RY...
[2025-12-23T20:30:58.801903] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-23T20:30:58.801934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-23T20:30:58.814537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-23T20:30:58.814880] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-23T20:30:58.815910] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-23T20:30:58.815964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:58.815996] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:58.816025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:58.816081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:58.877911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:58.878970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:58.879051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:58.879083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:59.006464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:59.006803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:59.006842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:59.006871] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:59.010447] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-23T20:30:59.010931] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-23T20:30:59.011055] [INFO ] [sig       ] RY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:59.156807] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RY.txt
[2025-12-23T20:30:59.156963] [INFO ] [sig       ] [2778/3557] Completed RY in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:59.157021] [INFO ] [sig       ] [2779/3557] Forecasting RYAAY...
[2025-12-23T20:30:59.157072] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-23T20:30:59.157118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-23T20:30:59.170137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-23T20:30:59.170414] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-23T20:30:59.171365] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-23T20:30:59.171417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:59.171669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:59.171709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:59.171770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:59.229381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:59.229980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:59.230054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:59.230086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:59.355793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:59.355981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:59.356029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:59.356061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:59.360286] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-23T20:30:59.360594] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-23T20:30:59.360722] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:30:59.503235] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RYAAY.txt
[2025-12-23T20:30:59.503352] [INFO ] [sig       ] [2779/3557] Completed RYAAY in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:59.503392] [INFO ] [sig       ] [2780/3557] Forecasting RYAM...
[2025-12-23T20:30:59.503420] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-23T20:30:59.503449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-23T20:30:59.515040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-23T20:30:59.515305] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-23T20:30:59.516273] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-23T20:30:59.516328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:59.516385] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:59.516413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:59.516676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:59.576822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:59.577569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:59.577662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:59.577694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:30:59.706590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:30:59.706739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:30:59.706780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:30:59.706809] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:30:59.710211] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-23T20:30:59.710488] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-23T20:30:59.710632] [INFO ] [sig       ] RYAM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:30:59.857493] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RYAM.txt
[2025-12-23T20:30:59.857625] [INFO ] [sig       ] [2780/3557] Completed RYAM in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-23T20:30:59.857667] [INFO ] [sig       ] [2781/3557] Forecasting RYAN...
[2025-12-23T20:30:59.857696] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-23T20:30:59.857724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-23T20:30:59.869297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-23T20:30:59.869566] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-23T20:30:59.870333] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-23T20:30:59.870390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:30:59.870421] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:30:59.870447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:30:59.870503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:30:59.930759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:30:59.931616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:30:59.931705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:30:59.931738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:00.057519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:00.057658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:00.057699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:00.057728] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:00.061437] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-23T20:31:00.061726] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-23T20:31:00.061850] [INFO ] [sig       ] RYAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:00.204805] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RYAN.txt
[2025-12-23T20:31:00.204948] [INFO ] [sig       ] [2781/3557] Completed RYAN in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-23T20:31:00.204988] [INFO ] [sig       ] [2782/3557] Forecasting RYI...
[2025-12-23T20:31:00.205019] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-23T20:31:00.205048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-23T20:31:00.216800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-23T20:31:00.217124] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-23T20:31:00.218097] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-23T20:31:00.218149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:00.218181] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:00.218207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:00.218262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:00.278698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:00.279727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:00.279805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:00.279837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:00.409681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:00.409845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:00.409886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:00.409914] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:00.413492] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-23T20:31:00.413807] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-23T20:31:00.413956] [INFO ] [sig       ] RYI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:00.553988] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RYI.txt
[2025-12-23T20:31:00.554146] [INFO ] [sig       ] [2782/3557] Completed RYI in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-23T20:31:00.554188] [INFO ] [sig       ] [2783/3557] Forecasting RYN...
[2025-12-23T20:31:00.554218] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-23T20:31:00.554255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-23T20:31:00.566163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-23T20:31:00.566447] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-23T20:31:00.567230] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-23T20:31:00.567282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:00.567313] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:00.567340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:00.567395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:00.623150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:00.623791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:00.623867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:00.623899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:00.736004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:00.736150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:00.736190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:00.736252] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:00.739607] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-12-23T20:31:00.739879] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-23T20:31:00.740002] [INFO ] [sig       ] RYN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:00.878063] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/RYN.txt
[2025-12-23T20:31:00.878187] [INFO ] [sig       ] [2783/3557] Completed RYN in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-23T20:31:00.878226] [INFO ] [sig       ] [2784/3557] Forecasting RYTM...
[2025-12-23T20:31:00.878256] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-23T20:31:00.878285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-23T20:31:00.889474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-23T20:31:00.889770] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-23T20:31:00.890518] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-23T20:31:00.890589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:00.890623] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:00.890650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:00.890706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:00.946952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:00.947606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:00.947682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:00.947714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:01.069726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:01.069886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:01.069926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:01.069954] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:01.073323] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-12-23T20:31:01.073614] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-23T20:31:01.073742] [INFO ] [sig       ] RYTM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:01.213069] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RYTM.txt
[2025-12-23T20:31:01.213205] [INFO ] [sig       ] [2784/3557] Completed RYTM in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:01.213246] [INFO ] [sig       ] [2785/3557] Forecasting RZB...
[2025-12-23T20:31:01.213276] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-23T20:31:01.213305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-23T20:31:01.224886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-23T20:31:01.225230] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-23T20:31:01.226030] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-23T20:31:01.226084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:01.226115] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:01.226141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:01.226197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:01.281147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:01.281831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:01.281908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:01.281939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:01.397529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:01.397711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:01.397751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:01.397783] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:01.401194] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-23T20:31:01.401479] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-23T20:31:01.401623] [INFO ] [sig       ] RZB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:01.539108] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RZB.txt
[2025-12-23T20:31:01.539258] [INFO ] [sig       ] [2785/3557] Completed RZB in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:01.539297] [INFO ] [sig       ] [2786/3557] Forecasting RZC...
[2025-12-23T20:31:01.539327] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-23T20:31:01.539357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-23T20:31:01.550516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-23T20:31:01.550834] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-23T20:31:01.551607] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-23T20:31:01.551658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:01.551689] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:01.551714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:01.551770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:01.606718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:01.607389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:01.607467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:01.607498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:01.721290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:01.721452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:01.721493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:01.721734] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:01.725122] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-23T20:31:01.725389] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-23T20:31:01.725511] [INFO ] [sig       ] RZC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:01.864302] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/RZC.txt
[2025-12-23T20:31:01.864456] [INFO ] [sig       ] [2786/3557] Completed RZC in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:01.864495] [INFO ] [sig       ] [2787/3557] Forecasting S...
[2025-12-23T20:31:01.864525] [INFO ] [sig       ] Generating forecast for: S
[2025-12-23T20:31:01.864554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-23T20:31:01.876283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-23T20:31:01.876634] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-23T20:31:01.877375] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-23T20:31:01.877427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:01.877459] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:01.877486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:01.877542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:01.935298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:01.936359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:01.936441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:01.936472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:02.062248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:02.062401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:02.062441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:02.062469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:02.065892] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=38.73%)
[2025-12-23T20:31:02.066167] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-23T20:31:02.066290] [INFO ] [sig       ] S: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:02.208592] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/S.txt
[2025-12-23T20:31:02.208719] [INFO ] [sig       ] [2787/3557] Completed S in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:02.208758] [INFO ] [sig       ] [2788/3557] Forecasting SA...
[2025-12-23T20:31:02.208787] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-23T20:31:02.208816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-23T20:31:02.220298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-23T20:31:02.220567] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-23T20:31:02.221334] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-23T20:31:02.221390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:02.221422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:02.221448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:02.221505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:02.279755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:02.280490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:02.280609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:02.280644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:02.406463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:02.406651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:02.406694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:02.406722] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:02.410386] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-23T20:31:02.410673] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-23T20:31:02.410796] [INFO ] [sig       ] SA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:02.551318] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SA.txt
[2025-12-23T20:31:02.552440] [INFO ] [sig       ] [2788/3557] Completed SA in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:02.552492] [INFO ] [sig       ] [2789/3557] Forecasting SAFE...
[2025-12-23T20:31:02.552533] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-23T20:31:02.552562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-23T20:31:02.563675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-23T20:31:02.563936] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-23T20:31:02.564698] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-23T20:31:02.564750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:02.564781] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:02.564807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:02.564863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:02.622239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:02.623201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:02.623318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:02.623355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:02.750853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:02.751005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:02.751044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:02.751073] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:02.754369] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-23T20:31:02.754805] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-23T20:31:02.754927] [INFO ] [sig       ] SAFE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:02.892239] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAFE.txt
[2025-12-23T20:31:02.892384] [INFO ] [sig       ] [2789/3557] Completed SAFE in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:02.892428] [INFO ] [sig       ] [2790/3557] Forecasting SAH...
[2025-12-23T20:31:02.892458] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-23T20:31:02.892487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-23T20:31:02.904240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-23T20:31:02.904508] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-23T20:31:02.905451] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-23T20:31:02.905504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:02.905744] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:02.905775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:02.905831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:02.962370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:02.963051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:02.963127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:02.963185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:03.081786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:03.081938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:03.081976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:03.082006] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:03.085310] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-23T20:31:03.085596] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-23T20:31:03.085720] [INFO ] [sig       ] SAH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:03.222654] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAH.txt
[2025-12-23T20:31:03.222783] [INFO ] [sig       ] [2790/3557] Completed SAH in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:03.222821] [INFO ] [sig       ] [2791/3557] Forecasting SAIA...
[2025-12-23T20:31:03.222852] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-23T20:31:03.222881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-23T20:31:03.234628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-23T20:31:03.234919] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-23T20:31:03.235688] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-23T20:31:03.235740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:03.235771] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:03.235797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:03.235852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:03.291054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:03.291707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:03.291782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:03.291814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:03.412638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:03.412789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:03.412830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:03.412859] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:03.416167] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-23T20:31:03.416443] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-23T20:31:03.416567] [INFO ] [sig       ] SAIA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:03.553618] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAIA.txt
[2025-12-23T20:31:03.553756] [INFO ] [sig       ] [2791/3557] Completed SAIA in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:03.553796] [INFO ] [sig       ] [2792/3557] Forecasting SAIC...
[2025-12-23T20:31:03.553825] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-23T20:31:03.553854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-23T20:31:03.565781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-23T20:31:03.566082] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-23T20:31:03.567059] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-23T20:31:03.567112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:03.567154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:03.567181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:03.567237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:03.622719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:03.623539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:03.623638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:03.623672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:03.749512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:03.749691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:03.749730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:03.749759] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:03.753203] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=53.92%)
[2025-12-23T20:31:03.753480] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-23T20:31:03.753623] [INFO ] [sig       ] SAIC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:03.892187] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAIC.txt
[2025-12-23T20:31:03.892342] [INFO ] [sig       ] [2792/3557] Completed SAIC in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:03.892383] [INFO ] [sig       ] [2793/3557] Forecasting SAM...
[2025-12-23T20:31:03.892412] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-23T20:31:03.892441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-23T20:31:03.904341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-23T20:31:03.904673] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-23T20:31:03.905425] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-23T20:31:03.905477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:03.905508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:03.905536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:03.905615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:03.963887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:03.964560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:03.964654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:03.964687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:04.086410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:04.086514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:04.086553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:04.086599] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:04.089898] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=53.09%)
[2025-12-23T20:31:04.090164] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-23T20:31:04.090285] [INFO ] [sig       ] SAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:04.229488] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAM.txt
[2025-12-23T20:31:04.229666] [INFO ] [sig       ] [2793/3557] Completed SAM in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:04.229709] [INFO ] [sig       ] [2794/3557] Forecasting SAMG...
[2025-12-23T20:31:04.229738] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-23T20:31:04.229767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-23T20:31:04.243353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-23T20:31:04.243827] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-23T20:31:04.244710] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-23T20:31:04.244770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:04.244805] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:04.244838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:04.244906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:04.303844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:04.304791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:04.304896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:04.304931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:04.427228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:04.427399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:04.427443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:04.427473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:04.431203] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-23T20:31:04.431553] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-23T20:31:04.431724] [INFO ] [sig       ] SAMG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:04.578955] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAMG.txt
[2025-12-23T20:31:04.579118] [INFO ] [sig       ] [2794/3557] Completed SAMG in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:04.579185] [INFO ] [sig       ] [2795/3557] Forecasting SAN...
[2025-12-23T20:31:04.579219] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-23T20:31:04.579251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-23T20:31:04.592097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-23T20:31:04.592435] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-23T20:31:04.593392] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-23T20:31:04.593453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:04.593495] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:04.593525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:04.593598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:04.653215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:04.654344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:04.654442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:04.654488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:04.779939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:04.780089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:04.780127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:04.780155] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:04.783484] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-23T20:31:04.783769] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-23T20:31:04.783893] [INFO ] [sig       ] SAN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:04.935825] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SAN.txt
[2025-12-23T20:31:04.935987] [INFO ] [sig       ] [2795/3557] Completed SAN in 0.4s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:04.936034] [INFO ] [sig       ] [2796/3557] Forecasting SANA...
[2025-12-23T20:31:04.936067] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-23T20:31:04.936096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-23T20:31:04.948303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-23T20:31:04.948929] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-23T20:31:04.949837] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-23T20:31:04.949895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:04.949928] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:04.949955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:04.950012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:05.010991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:05.012077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:05.012167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:05.012199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:05.136122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:05.136281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:05.136321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:05.136349] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:05.139806] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-23T20:31:05.140125] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-23T20:31:05.140262] [INFO ] [sig       ] SANA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:05.286664] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SANA.txt
[2025-12-23T20:31:05.286822] [INFO ] [sig       ] [2796/3557] Completed SANA in 0.4s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:05.286882] [INFO ] [sig       ] [2797/3557] Forecasting SANM...
[2025-12-23T20:31:05.286913] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-23T20:31:05.286942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-23T20:31:05.298691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-23T20:31:05.299078] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-23T20:31:05.299979] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-23T20:31:05.300035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:05.300096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:05.300126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:05.300183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:05.362756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:05.363649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:05.363925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:05.363957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:05.490752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:05.490907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:05.490949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:05.490979] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:05.494370] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-23T20:31:05.494673] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-23T20:31:05.494819] [INFO ] [sig       ] SANM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:05.643000] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SANM.txt
[2025-12-23T20:31:05.643197] [INFO ] [sig       ] [2797/3557] Completed SANM in 0.4s | 2.91 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-23T20:31:05.643242] [INFO ] [sig       ] [2798/3557] Forecasting SAP...
[2025-12-23T20:31:05.643271] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-23T20:31:05.643300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-23T20:31:05.655322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-23T20:31:05.655761] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-23T20:31:05.656530] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-23T20:31:05.656602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:05.656636] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:05.656663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:05.656720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:05.713054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:05.713927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:05.714038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:05.714073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:05.836557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:05.836740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:05.836781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:05.836811] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:05.840903] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-23T20:31:05.841186] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-23T20:31:05.841319] [INFO ] [sig       ] SAP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:05.983596] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAP.txt
[2025-12-23T20:31:05.983758] [INFO ] [sig       ] [2798/3557] Completed SAP in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-23T20:31:05.983799] [INFO ] [sig       ] [2799/3557] Forecasting SARK...
[2025-12-23T20:31:05.983828] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-23T20:31:05.983858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-23T20:31:05.995098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-23T20:31:05.995495] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-23T20:31:05.996294] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-23T20:31:05.996348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:05.996380] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:05.996407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:05.996464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:06.053834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:06.054833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:06.054915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:06.054947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:06.172995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:06.173156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:06.173195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:06.173241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:06.176958] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-23T20:31:06.177231] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-23T20:31:06.177353] [INFO ] [sig       ] SARK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:06.319918] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SARK.txt
[2025-12-23T20:31:06.320084] [INFO ] [sig       ] [2799/3557] Completed SARK in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-23T20:31:06.320125] [INFO ] [sig       ] [2800/3557] Forecasting SATL...
[2025-12-23T20:31:06.320154] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-23T20:31:06.320184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-23T20:31:06.332766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-23T20:31:06.333132] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-23T20:31:06.333918] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-23T20:31:06.333970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:06.334001] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:06.334027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:06.334082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:06.393448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:06.394493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:06.394787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:06.394822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:06.509655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:06.509815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:06.509854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:06.509920] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:06.513280] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-23T20:31:06.513600] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-23T20:31:06.513734] [INFO ] [sig       ] SATL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:06.654353] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SATL.txt
[2025-12-23T20:31:06.654518] [INFO ] [sig       ] [2800/3557] Completed SATL in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-23T20:31:06.654560] [INFO ] [sig       ] [2801/3557] Forecasting SATS...
[2025-12-23T20:31:06.654617] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-23T20:31:06.654648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-23T20:31:06.665702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-23T20:31:06.666087] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-23T20:31:06.666892] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-23T20:31:06.666947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:06.666979] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:06.667005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:06.667061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:06.723413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:06.724272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:06.724376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:06.724410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:06.850221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:06.850378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:06.850417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:06.850447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:06.853816] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-23T20:31:06.854102] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-23T20:31:06.854233] [INFO ] [sig       ] SATS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:06.995323] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SATS.txt
[2025-12-23T20:31:06.995484] [INFO ] [sig       ] [2801/3557] Completed SATS in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-23T20:31:06.995524] [INFO ] [sig       ] [2802/3557] Forecasting SAVA...
[2025-12-23T20:31:06.995558] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-23T20:31:06.995608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-23T20:31:07.010889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-23T20:31:07.011359] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-23T20:31:07.012507] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-23T20:31:07.012599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:07.012654] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:07.012699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:07.012787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:07.079100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:07.079981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:07.080065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:07.080099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:07.198684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:07.198843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:07.198884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:07.198914] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:07.202485] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-23T20:31:07.202786] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-23T20:31:07.202916] [INFO ] [sig       ] SAVA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:07.345111] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SAVA.txt
[2025-12-23T20:31:07.345272] [INFO ] [sig       ] [2802/3557] Completed SAVA in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:07.345314] [INFO ] [sig       ] [2803/3557] Forecasting SB...
[2025-12-23T20:31:07.345347] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-23T20:31:07.345381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-23T20:31:07.357240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-23T20:31:07.357561] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-23T20:31:07.358327] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-23T20:31:07.358380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:07.358411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:07.358450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:07.358506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:07.414982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:07.415805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:07.415890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:07.415922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:07.533048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:07.533201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:07.533243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:07.533274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:07.536641] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2025-12-23T20:31:07.536911] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-23T20:31:07.537035] [INFO ] [sig       ] SB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:07.677173] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SB.txt
[2025-12-23T20:31:07.677329] [INFO ] [sig       ] [2803/3557] Completed SB in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:07.677370] [INFO ] [sig       ] [2804/3557] Forecasting SBAC...
[2025-12-23T20:31:07.677399] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-23T20:31:07.677428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-23T20:31:07.689013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-23T20:31:07.689403] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-23T20:31:07.690212] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-23T20:31:07.690267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:07.690300] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:07.690328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:07.690385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:07.747422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:07.748266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:07.748350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:07.748385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:07.868369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:07.868526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:07.868565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:07.868617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:07.872012] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-23T20:31:07.872303] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-23T20:31:07.872459] [INFO ] [sig       ] SBAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:08.012762] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBAC.txt
[2025-12-23T20:31:08.012898] [INFO ] [sig       ] [2804/3557] Completed SBAC in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:08.012937] [INFO ] [sig       ] [2805/3557] Forecasting SBCF...
[2025-12-23T20:31:08.012966] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-23T20:31:08.012995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-23T20:31:08.024069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-23T20:31:08.024453] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-23T20:31:08.025278] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-23T20:31:08.025334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:08.025367] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:08.025395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:08.025452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:08.082503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:08.083344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:08.083426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:08.083460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:08.205254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:08.205417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:08.205458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:08.205489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:08.209272] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-23T20:31:08.209567] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-23T20:31:08.209737] [INFO ] [sig       ] SBCF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:08.350290] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBCF.txt
[2025-12-23T20:31:08.350447] [INFO ] [sig       ] [2805/3557] Completed SBCF in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:08.350487] [INFO ] [sig       ] [2806/3557] Forecasting SBFM...
[2025-12-23T20:31:08.350517] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-23T20:31:08.350546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-23T20:31:08.362626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-23T20:31:08.362984] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-23T20:31:08.363772] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-23T20:31:08.363824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:08.363855] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:08.363881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:08.363937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:08.419875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:08.420756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:08.420835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:08.420866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:08.539829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:08.539986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:08.540026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:08.540055] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:08.543375] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-23T20:31:08.543708] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-23T20:31:08.543859] [INFO ] [sig       ] SBFM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:08.682746] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SBFM.txt
[2025-12-23T20:31:08.682904] [INFO ] [sig       ] [2806/3557] Completed SBFM in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:08.682946] [INFO ] [sig       ] [2807/3557] Forecasting SBGI...
[2025-12-23T20:31:08.682975] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-23T20:31:08.683010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-23T20:31:08.695122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-23T20:31:08.695459] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-23T20:31:08.696260] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-23T20:31:08.696314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:08.696347] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:08.696376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:08.696432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:08.755886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:08.756763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:08.756908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:08.756943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:08.874914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:08.875075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:08.875117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:08.875145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:08.878585] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-23T20:31:08.878886] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-23T20:31:08.879024] [INFO ] [sig       ] SBGI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:09.022896] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBGI.txt
[2025-12-23T20:31:09.023059] [INFO ] [sig       ] [2807/3557] Completed SBGI in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:09.023101] [INFO ] [sig       ] [2808/3557] Forecasting SBH...
[2025-12-23T20:31:09.023130] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-23T20:31:09.023160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-23T20:31:09.035006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-23T20:31:09.035283] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-23T20:31:09.036063] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-23T20:31:09.036115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:09.036146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:09.036173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:09.036228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:09.092486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:09.093129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:09.093204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:09.093236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:09.213772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:09.213920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:09.213960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:09.213989] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:09.217336] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-23T20:31:09.217627] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-23T20:31:09.217749] [INFO ] [sig       ] SBH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:09.356636] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SBH.txt
[2025-12-23T20:31:09.356751] [INFO ] [sig       ] [2808/3557] Completed SBH in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:09.356791] [INFO ] [sig       ] [2809/3557] Forecasting SBI...
[2025-12-23T20:31:09.356820] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-23T20:31:09.356848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-23T20:31:09.368026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-23T20:31:09.368293] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-23T20:31:09.369071] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-23T20:31:09.369123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:09.369154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:09.369212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:09.369279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:09.426002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:09.426860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:09.426942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:09.426976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:09.542729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:09.542938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:09.542978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:09.543008] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:09.546376] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-23T20:31:09.546666] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-23T20:31:09.546791] [INFO ] [sig       ] SBI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:09.692921] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SBI.txt
[2025-12-23T20:31:09.693073] [INFO ] [sig       ] [2809/3557] Completed SBI in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:09.693113] [INFO ] [sig       ] [2810/3557] Forecasting SBLK...
[2025-12-23T20:31:09.693142] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-23T20:31:09.693172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-23T20:31:09.705357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-23T20:31:09.705715] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-23T20:31:09.706515] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-23T20:31:09.706589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:09.706640] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:09.706672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:09.706730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:09.763484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:09.764378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:09.764463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:09.764495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:09.884090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:09.884246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:09.884286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:09.884335] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:09.887816] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-23T20:31:09.888108] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-23T20:31:09.888240] [INFO ] [sig       ] SBLK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:10.034697] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBLK.txt
[2025-12-23T20:31:10.034897] [INFO ] [sig       ] [2810/3557] Completed SBLK in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:10.034938] [INFO ] [sig       ] [2811/3557] Forecasting SBRA...
[2025-12-23T20:31:10.034970] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-23T20:31:10.035000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-23T20:31:10.046327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-23T20:31:10.046692] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-23T20:31:10.047477] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-23T20:31:10.047530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:10.047562] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:10.047612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:10.047674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:10.103407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:10.104219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:10.104302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:10.104334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:10.221608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:10.221771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:10.221813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:10.221841] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:10.225197] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-23T20:31:10.225482] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-23T20:31:10.225629] [INFO ] [sig       ] SBRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:10.363409] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SBRA.txt
[2025-12-23T20:31:10.363557] [INFO ] [sig       ] [2811/3557] Completed SBRA in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:10.363618] [INFO ] [sig       ] [2812/3557] Forecasting SBS...
[2025-12-23T20:31:10.363648] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-23T20:31:10.363677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-23T20:31:10.377058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-23T20:31:10.377513] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-23T20:31:10.378518] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-23T20:31:10.378607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:10.378655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:10.378689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:10.378763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:10.439748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:10.440794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:10.440899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:10.440935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:10.580886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:10.581049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:10.581091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:10.581120] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:10.585080] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-23T20:31:10.585368] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-23T20:31:10.585502] [INFO ] [sig       ] SBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:10.738218] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBS.txt
[2025-12-23T20:31:10.738382] [INFO ] [sig       ] [2812/3557] Completed SBS in 0.4s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:10.738425] [INFO ] [sig       ] [2813/3557] Forecasting SBSI...
[2025-12-23T20:31:10.738455] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-23T20:31:10.738484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-23T20:31:10.750155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-23T20:31:10.750488] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-23T20:31:10.751379] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-23T20:31:10.751433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:10.751466] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:10.751493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:10.751550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:10.811769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:10.812531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:10.812631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:10.812668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:10.935396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:10.935546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:10.935605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:10.935636] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:10.939021] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-23T20:31:10.939332] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-23T20:31:10.939464] [INFO ] [sig       ] SBSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:11.082277] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBSI.txt
[2025-12-23T20:31:11.082422] [INFO ] [sig       ] [2813/3557] Completed SBSI in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:11.082462] [INFO ] [sig       ] [2814/3557] Forecasting SBUX...
[2025-12-23T20:31:11.082491] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-23T20:31:11.082521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-23T20:31:11.093821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-23T20:31:11.094157] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-23T20:31:11.094944] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-23T20:31:11.094996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:11.095054] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:11.095082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:11.095150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:11.150192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:11.150896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:11.150973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:11.151004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:11.273657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:11.273831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:11.273889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:11.273929] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:11.277537] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-23T20:31:11.277864] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-23T20:31:11.278019] [INFO ] [sig       ] SBUX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:11.427288] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SBUX.txt
[2025-12-23T20:31:11.427477] [INFO ] [sig       ] [2814/3557] Completed SBUX in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:11.427537] [INFO ] [sig       ] [2815/3557] Forecasting SCD...
[2025-12-23T20:31:11.427590] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-23T20:31:11.427626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-23T20:31:11.440971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-23T20:31:11.441386] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-23T20:31:11.442363] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-23T20:31:11.442427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:11.442468] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:11.442510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:11.442610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:11.504656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:11.505520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:11.505620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:11.505656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:11.627004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:11.627161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:11.627204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:11.627235] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:11.630726] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-12-23T20:31:11.631014] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-23T20:31:11.631143] [INFO ] [sig       ] SCD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:11.783195] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SCD.txt
[2025-12-23T20:31:11.783369] [INFO ] [sig       ] [2815/3557] Completed SCD in 0.4s | 2.91 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-23T20:31:11.783415] [INFO ] [sig       ] [2816/3557] Forecasting SCHL...
[2025-12-23T20:31:11.783444] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-23T20:31:11.783476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-23T20:31:11.797501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-23T20:31:11.797923] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-23T20:31:11.798885] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-23T20:31:11.798973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:11.799023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:11.799052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:11.799111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:11.868515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:11.869352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:11.869447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:11.869483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:11.991708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:11.991865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:11.991906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:11.991933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:11.995232] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-23T20:31:11.995503] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-23T20:31:11.995647] [INFO ] [sig       ] SCHL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:12.132255] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SCHL.txt
[2025-12-23T20:31:12.132399] [INFO ] [sig       ] [2816/3557] Completed SCHL in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-23T20:31:12.132440] [INFO ] [sig       ] [2817/3557] Forecasting SCI...
[2025-12-23T20:31:12.132469] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-23T20:31:12.132498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-23T20:31:12.144045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-23T20:31:12.144421] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-23T20:31:12.145272] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-23T20:31:12.145325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:12.145357] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:12.145384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:12.145443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:12.200739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:12.201412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:12.201488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:12.201519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:12.318077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:12.318234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:12.318274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:12.318338] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:12.322809] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-23T20:31:12.323092] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-23T20:31:12.323223] [INFO ] [sig       ] SCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:12.467020] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SCI.txt
[2025-12-23T20:31:12.467172] [INFO ] [sig       ] [2817/3557] Completed SCI in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-23T20:31:12.467213] [INFO ] [sig       ] [2818/3557] Forecasting SCL...
[2025-12-23T20:31:12.467242] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-23T20:31:12.467271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-23T20:31:12.478335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-23T20:31:12.478669] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-23T20:31:12.482733] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-23T20:31:12.482793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:12.482824] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:12.482850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:12.482905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:12.537883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:12.538809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:12.538900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:12.538934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:12.654449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:12.654634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:12.654677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:12.654707] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:12.658175] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-23T20:31:12.658513] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-23T20:31:12.658678] [INFO ] [sig       ] SCL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:12.799659] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SCL.txt
[2025-12-23T20:31:12.799801] [INFO ] [sig       ] [2818/3557] Completed SCL in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-23T20:31:12.799842] [INFO ] [sig       ] [2819/3557] Forecasting SCLX...
[2025-12-23T20:31:12.799873] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-23T20:31:12.799902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-23T20:31:12.811729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-23T20:31:12.812055] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-23T20:31:12.812833] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-23T20:31:12.812885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:12.812916] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:12.812942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:12.812997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:12.867817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:12.868457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:12.868533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:12.868564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:12.987128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:12.987284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:12.987325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:12.987354] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:12.990699] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-23T20:31:12.990970] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-23T20:31:12.991094] [INFO ] [sig       ] SCLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:13.127630] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SCLX.txt
[2025-12-23T20:31:13.127790] [INFO ] [sig       ] [2819/3557] Completed SCLX in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:13.127834] [INFO ] [sig       ] [2820/3557] Forecasting SCM...
[2025-12-23T20:31:13.127864] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-23T20:31:13.127894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-23T20:31:13.139884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-23T20:31:13.140211] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-23T20:31:13.141156] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-23T20:31:13.141210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:13.141242] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:13.141268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:13.141324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:13.208554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:13.209478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:13.209566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:13.209619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:13.328901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:13.329025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:13.329074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:13.329104] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:13.332731] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-23T20:31:13.333049] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-23T20:31:13.333192] [INFO ] [sig       ] SCM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:13.469947] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SCM.txt
[2025-12-23T20:31:13.470091] [INFO ] [sig       ] [2820/3557] Completed SCM in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:13.470132] [INFO ] [sig       ] [2821/3557] Forecasting SCSC...
[2025-12-23T20:31:13.470161] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-23T20:31:13.470190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-23T20:31:13.481324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-23T20:31:13.481681] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-23T20:31:13.482449] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-23T20:31:13.482501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:13.482532] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:13.482559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:13.482641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:13.537447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:13.538231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:13.538318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:13.538352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:13.653959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:13.654106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:13.654145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:13.654173] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:13.657474] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-23T20:31:13.657786] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-23T20:31:13.657912] [INFO ] [sig       ] SCSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:13.794267] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SCSC.txt
[2025-12-23T20:31:13.794396] [INFO ] [sig       ] [2821/3557] Completed SCSC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:13.794434] [INFO ] [sig       ] [2822/3557] Forecasting SCVL...
[2025-12-23T20:31:13.794464] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-23T20:31:13.794493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-23T20:31:13.805519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-23T20:31:13.805864] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-23T20:31:13.806636] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-23T20:31:13.806687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:13.806719] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:13.806745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:13.806800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:13.862197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:13.862868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:13.862944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:13.862976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:13.980032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:13.980174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:13.980213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:13.980240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:13.983521] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-23T20:31:13.983806] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-23T20:31:13.983928] [INFO ] [sig       ] SCVL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:14.123914] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SCVL.txt
[2025-12-23T20:31:14.124058] [INFO ] [sig       ] [2822/3557] Completed SCVL in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:14.124097] [INFO ] [sig       ] [2823/3557] Forecasting SCZ...
[2025-12-23T20:31:14.124127] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-23T20:31:14.124157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-23T20:31:14.135181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-23T20:31:14.135500] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-23T20:31:14.136289] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-23T20:31:14.136341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:14.136373] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:14.136399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:14.136455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:14.191906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:14.192528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:14.192628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:14.192663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:14.307165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:14.307298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:14.307351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:14.307382] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:14.310661] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-23T20:31:14.310930] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-23T20:31:14.311051] [INFO ] [sig       ] SCZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:14.448224] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SCZ.txt
[2025-12-23T20:31:14.448346] [INFO ] [sig       ] [2823/3557] Completed SCZ in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:14.448384] [INFO ] [sig       ] [2824/3557] Forecasting SD...
[2025-12-23T20:31:14.448413] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-23T20:31:14.448441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-23T20:31:14.459744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-23T20:31:14.460022] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-23T20:31:14.460793] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-23T20:31:14.460845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:14.460876] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:14.460903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:14.460959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:14.515988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:14.516677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:14.516781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:14.516814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:14.633236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:14.633356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:14.633393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:14.633421] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:14.636629] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-23T20:31:14.636898] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-23T20:31:14.637017] [INFO ] [sig       ] SD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:14.774714] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SD.txt
[2025-12-23T20:31:14.774853] [INFO ] [sig       ] [2824/3557] Completed SD in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:14.774891] [INFO ] [sig       ] [2825/3557] Forecasting SDA...
[2025-12-23T20:31:14.774921] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-23T20:31:14.774950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-23T20:31:14.788300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-23T20:31:14.789319] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-23T20:31:14.790855] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-23T20:31:14.790913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:14.790947] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:14.790974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:14.791030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:14.846892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:14.847619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:14.847710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:14.847749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:14.967088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:14.967238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:14.967286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:14.967316] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:14.970853] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=45.99%)
[2025-12-23T20:31:14.971134] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-23T20:31:14.971260] [INFO ] [sig       ] SDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:15.107479] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SDA.txt
[2025-12-23T20:31:15.107607] [INFO ] [sig       ] [2825/3557] Completed SDA in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:15.107653] [INFO ] [sig       ] [2826/3557] Forecasting SDHY...
[2025-12-23T20:31:15.107684] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-23T20:31:15.107713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-23T20:31:15.119205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-23T20:31:15.119500] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-23T20:31:15.120375] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-23T20:31:15.120429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:15.120460] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:15.120487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:15.120544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:15.175558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:15.176174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:15.176259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:15.176292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:15.292328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:15.292426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:15.292461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:15.292489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:15.295589] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-23T20:31:15.295849] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-23T20:31:15.295968] [INFO ] [sig       ] SDHY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:15.432717] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SDHY.txt
[2025-12-23T20:31:15.432829] [INFO ] [sig       ] [2826/3557] Completed SDHY in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:15.432867] [INFO ] [sig       ] [2827/3557] Forecasting SDRL...
[2025-12-23T20:31:15.432894] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-23T20:31:15.432924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-23T20:31:15.444323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-23T20:31:15.444626] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-23T20:31:15.445370] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-23T20:31:15.445422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:15.445465] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:15.445493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:15.445549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:15.500735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:15.501321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:15.501394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:15.501426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:15.617399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:15.617501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:15.617536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:15.617565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:15.620680] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-23T20:31:15.620945] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-23T20:31:15.621064] [INFO ] [sig       ] SDRL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:15.758141] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SDRL.txt
[2025-12-23T20:31:15.758289] [INFO ] [sig       ] [2827/3557] Completed SDRL in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:15.758329] [INFO ] [sig       ] [2828/3557] Forecasting SDVY...
[2025-12-23T20:31:15.758358] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-23T20:31:15.758388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-23T20:31:15.769149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-23T20:31:15.769463] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-23T20:31:15.770240] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-23T20:31:15.770292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:15.770324] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:15.770350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:15.770409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:15.825807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:15.826385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:15.826459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:15.826490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:15.947290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:15.947422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:15.947468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:15.947498] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:15.950879] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-23T20:31:15.951167] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-23T20:31:15.951296] [INFO ] [sig       ] SDVY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:16.088079] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SDVY.txt
[2025-12-23T20:31:16.088195] [INFO ] [sig       ] [2828/3557] Completed SDVY in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:16.088239] [INFO ] [sig       ] [2829/3557] Forecasting SE...
[2025-12-23T20:31:16.088270] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-23T20:31:16.088308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-23T20:31:16.100628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-23T20:31:16.100940] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-23T20:31:16.101748] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-23T20:31:16.101801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:16.101833] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:16.101859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:16.101920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:16.157683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:16.158266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:16.158357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:16.158390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:16.279229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:16.279328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:16.279363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:16.279391] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:16.282477] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-23T20:31:16.282761] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-23T20:31:16.282884] [INFO ] [sig       ] SE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:16.419528] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SE.txt
[2025-12-23T20:31:16.419673] [INFO ] [sig       ] [2829/3557] Completed SE in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:16.419713] [INFO ] [sig       ] [2830/3557] Forecasting SEDG...
[2025-12-23T20:31:16.419743] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-23T20:31:16.419771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-23T20:31:16.431122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-23T20:31:16.431413] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-23T20:31:16.432195] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-23T20:31:16.432247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:16.432279] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:16.432306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:16.432366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:16.487190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:16.487790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:16.487865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:16.487897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:16.608459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:16.608592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:16.608631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:16.608659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:16.611837] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-23T20:31:16.612100] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-23T20:31:16.612223] [INFO ] [sig       ] SEDG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:16.749325] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SEDG.txt
[2025-12-23T20:31:16.749437] [INFO ] [sig       ] [2830/3557] Completed SEDG in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:16.749476] [INFO ] [sig       ] [2831/3557] Forecasting SEE...
[2025-12-23T20:31:16.749512] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-23T20:31:16.749542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-23T20:31:16.761524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-23T20:31:16.761843] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-23T20:31:16.762680] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-23T20:31:16.762735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:16.762797] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:16.762827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:16.762883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:16.818015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:16.818617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:16.818691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:16.818722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:16.944284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:16.944406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:16.944457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:16.944487] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:16.947838] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-23T20:31:16.948101] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-23T20:31:16.948220] [INFO ] [sig       ] SEE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:17.085267] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SEE.txt
[2025-12-23T20:31:17.085376] [INFO ] [sig       ] [2831/3557] Completed SEE in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:17.085414] [INFO ] [sig       ] [2832/3557] Forecasting SEIC...
[2025-12-23T20:31:17.085443] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-23T20:31:17.085471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-23T20:31:17.096997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-23T20:31:17.097283] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-23T20:31:17.098072] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-23T20:31:17.098124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:17.098155] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:17.098181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:17.098236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:17.153261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:17.153886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:17.153961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:17.153993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:17.269327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:17.269444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:17.269482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:17.269510] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:17.272674] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-23T20:31:17.272940] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-23T20:31:17.273064] [INFO ] [sig       ] SEIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:17.409142] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SEIC.txt
[2025-12-23T20:31:17.409424] [INFO ] [sig       ] [2832/3557] Completed SEIC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-23T20:31:17.409471] [INFO ] [sig       ] [2833/3557] Forecasting SELF...
[2025-12-23T20:31:17.409501] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-23T20:31:17.409529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-23T20:31:17.420483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-23T20:31:17.420782] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-23T20:31:17.421525] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-23T20:31:17.421598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:17.421634] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:17.421661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:17.421718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:17.476504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:17.477111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:17.477187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:17.477218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:17.582130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:17.582221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:17.582255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:17.582281] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:17.585287] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-23T20:31:17.585540] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-23T20:31:17.585677] [INFO ] [sig       ] SELF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:17.722175] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SELF.txt
[2025-12-23T20:31:17.722294] [INFO ] [sig       ] [2833/3557] Completed SELF in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-23T20:31:17.722332] [INFO ] [sig       ] [2834/3557] Forecasting SEM...
[2025-12-23T20:31:17.722375] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-23T20:31:17.722406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-23T20:31:17.734243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-23T20:31:17.734539] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-23T20:31:17.735316] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-23T20:31:17.735368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:17.735399] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:17.735425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:17.735480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:17.790543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:17.791180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:17.791262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:17.791292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:17.909536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:17.909697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:17.909736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:17.909816] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:17.913149] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-23T20:31:17.913419] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-23T20:31:17.913546] [INFO ] [sig       ] SEM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:18.050214] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SEM.txt
[2025-12-23T20:31:18.050346] [INFO ] [sig       ] [2834/3557] Completed SEM in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-23T20:31:18.050384] [INFO ] [sig       ] [2835/3557] Forecasting SENEA...
[2025-12-23T20:31:18.050414] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-23T20:31:18.050442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-23T20:31:18.061663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-23T20:31:18.061953] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-23T20:31:18.062840] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-23T20:31:18.062892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:18.062923] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:18.062949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:18.063004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:18.117428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:18.118106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:18.118185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:18.118215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:18.229823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:18.229975] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:31:18.230015] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:18.230044] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:18.233355] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-23T20:31:18.233636] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-23T20:31:18.233759] [INFO ] [sig       ] SENEA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:18.374658] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SENEA.txt
[2025-12-23T20:31:18.374782] [INFO ] [sig       ] [2835/3557] Completed SENEA in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-23T20:31:18.374822] [INFO ] [sig       ] [2836/3557] Forecasting SENS...
[2025-12-23T20:31:18.374850] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-23T20:31:18.374879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-23T20:31:18.386273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-23T20:31:18.386547] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-23T20:31:18.387335] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-23T20:31:18.387386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:18.387417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:18.387443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:18.387500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:18.442900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:18.443486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:18.443589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:18.443624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:18.560625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:18.560729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:18.560767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:18.560798] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:18.563873] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-23T20:31:18.564127] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-23T20:31:18.564248] [INFO ] [sig       ] SENS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:18.701216] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SENS.txt
[2025-12-23T20:31:18.701328] [INFO ] [sig       ] [2836/3557] Completed SENS in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-23T20:31:18.701366] [INFO ] [sig       ] [2837/3557] Forecasting SERA...
[2025-12-23T20:31:18.701394] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-23T20:31:18.701423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-23T20:31:18.712651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-23T20:31:18.712932] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-23T20:31:18.713695] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-23T20:31:18.713747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:18.713778] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:18.713804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:18.713860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:18.769385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:18.770015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:18.770091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:18.770122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:18.887430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:18.887532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:18.887585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:18.887617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:18.890713] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-23T20:31:18.890976] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-23T20:31:18.891096] [INFO ] [sig       ] SERA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:19.027955] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SERA.txt
[2025-12-23T20:31:19.028119] [INFO ] [sig       ] [2837/3557] Completed SERA in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:19.028160] [INFO ] [sig       ] [2838/3557] Forecasting SES...
[2025-12-23T20:31:19.028190] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-23T20:31:19.028219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-23T20:31:19.039720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-23T20:31:19.040077] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-23T20:31:19.040856] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-23T20:31:19.040909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:19.040941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:19.040979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:19.041037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:19.096419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:19.097256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:19.097335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:19.097367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:19.214324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:19.214423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:19.214459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:19.214487] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:19.217596] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-12-23T20:31:19.217860] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-23T20:31:19.217982] [INFO ] [sig       ] SES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:19.354409] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SES.txt
[2025-12-23T20:31:19.354516] [INFO ] [sig       ] [2838/3557] Completed SES in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:19.354555] [INFO ] [sig       ] [2839/3557] Forecasting SEVN...
[2025-12-23T20:31:19.354602] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-23T20:31:19.354632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-23T20:31:19.365712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-23T20:31:19.365984] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-23T20:31:19.366802] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-23T20:31:19.366855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:19.366887] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:19.366914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:19.366970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:19.422984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:19.423755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:19.423849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:19.423882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:19.537412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:19.537514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:19.537550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:19.537596] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:19.540705] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-12-23T20:31:19.540969] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-23T20:31:19.541089] [INFO ] [sig       ] SEVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:19.681213] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SEVN.txt
[2025-12-23T20:31:19.681345] [INFO ] [sig       ] [2839/3557] Completed SEVN in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:19.681397] [INFO ] [sig       ] [2840/3557] Forecasting SEZL...
[2025-12-23T20:31:19.681432] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-23T20:31:19.681462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-23T20:31:19.693157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-23T20:31:19.693477] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-23T20:31:19.694293] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-23T20:31:19.694349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:19.694392] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:19.694432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:19.694500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:19.755461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:19.756502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:19.756601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:19.756638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:19.875131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:19.875287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:19.875327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:19.875356] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:19.878793] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-23T20:31:19.879075] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-23T20:31:19.879237] [INFO ] [sig       ] SEZL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:20.021696] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SEZL.txt
[2025-12-23T20:31:20.021857] [INFO ] [sig       ] [2840/3557] Completed SEZL in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:20.021898] [INFO ] [sig       ] [2841/3557] Forecasting SF...
[2025-12-23T20:31:20.021928] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-23T20:31:20.021958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-23T20:31:20.033812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-23T20:31:20.034143] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-23T20:31:20.034958] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-23T20:31:20.035014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:20.035045] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:20.035074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:20.035136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:20.094498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:20.095332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:20.095445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:20.095478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:20.219153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:20.219321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:20.219363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:20.219392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:20.222851] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-23T20:31:20.223118] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-23T20:31:20.223246] [INFO ] [sig       ] SF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:20.360842] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SF.txt
[2025-12-23T20:31:20.360985] [INFO ] [sig       ] [2841/3557] Completed SF in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:20.361026] [INFO ] [sig       ] [2842/3557] Forecasting SFB...
[2025-12-23T20:31:20.361055] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-23T20:31:20.361091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-23T20:31:20.371558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-23T20:31:20.371892] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-23T20:31:20.372677] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-23T20:31:20.372728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:20.372759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:20.372786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:20.372842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:20.428048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:20.428722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:20.428798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:20.428829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:20.536810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:20.536966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:20.537004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:20.537034] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:20.540332] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-23T20:31:20.540616] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-23T20:31:20.540742] [INFO ] [sig       ] SFB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:20.677617] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SFB.txt
[2025-12-23T20:31:20.677771] [INFO ] [sig       ] [2842/3557] Completed SFB in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:20.677813] [INFO ] [sig       ] [2843/3557] Forecasting SFBS...
[2025-12-23T20:31:20.677842] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-23T20:31:20.677873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-23T20:31:20.689082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-23T20:31:20.689439] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-23T20:31:20.690243] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-23T20:31:20.690296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:20.690326] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:20.690352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:20.690407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:20.745732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:20.746386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:20.746464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:20.746496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:20.864239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:20.864393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:20.864433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:20.864461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:20.867770] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-23T20:31:20.868040] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-23T20:31:20.868162] [INFO ] [sig       ] SFBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:21.005919] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SFBS.txt
[2025-12-23T20:31:21.006054] [INFO ] [sig       ] [2843/3557] Completed SFBS in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:21.006095] [INFO ] [sig       ] [2844/3557] Forecasting SFIX...
[2025-12-23T20:31:21.006126] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-23T20:31:21.006157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-23T20:31:21.018053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-23T20:31:21.018351] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-23T20:31:21.019184] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-23T20:31:21.019241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:21.019273] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:21.019301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:21.019357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:21.077233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:21.077885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:21.077967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:21.078000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:21.195875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:21.196025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:21.196064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:21.196093] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:21.199414] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-23T20:31:21.199711] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-23T20:31:21.199854] [INFO ] [sig       ] SFIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:21.337552] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SFIX.txt
[2025-12-23T20:31:21.337728] [INFO ] [sig       ] [2844/3557] Completed SFIX in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:21.337769] [INFO ] [sig       ] [2845/3557] Forecasting SFL...
[2025-12-23T20:31:21.337798] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-23T20:31:21.337827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-23T20:31:21.348488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-23T20:31:21.348777] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-23T20:31:21.349591] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-23T20:31:21.349646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:21.349679] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:21.349706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:21.349763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:21.405816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:21.406716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:21.406799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:21.406833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:21.529040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:21.529203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:21.529244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:21.529274] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:21.532565] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-23T20:31:21.532851] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-23T20:31:21.532976] [INFO ] [sig       ] SFL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:21.671903] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SFL.txt
[2025-12-23T20:31:21.672053] [INFO ] [sig       ] [2845/3557] Completed SFL in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:21.672092] [INFO ] [sig       ] [2846/3557] Forecasting SFLO...
[2025-12-23T20:31:21.672122] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-23T20:31:21.672153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-23T20:31:21.683527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-23T20:31:21.683816] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-23T20:31:21.684613] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-23T20:31:21.684667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:21.684698] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:21.684726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:21.684782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:21.754595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:21.755454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:21.755539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:21.755591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:21.878017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:21.878166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:21.878205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:21.878234] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:21.881526] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-23T20:31:21.881811] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-23T20:31:21.881934] [INFO ] [sig       ] SFLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:22.024858] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SFLO.txt
[2025-12-23T20:31:22.024991] [INFO ] [sig       ] [2846/3557] Completed SFLO in 0.4s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:22.025030] [INFO ] [sig       ] [2847/3557] Forecasting SFM...
[2025-12-23T20:31:22.025061] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-23T20:31:22.025090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-23T20:31:22.037123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-23T20:31:22.037444] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-23T20:31:22.038262] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-23T20:31:22.038316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:22.038349] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:22.038375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:22.038432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:22.094511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:22.095232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:22.095312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:22.095353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:22.212813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:22.212962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:22.213002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:22.213031] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:22.216416] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-23T20:31:22.216704] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-23T20:31:22.216829] [INFO ] [sig       ] SFM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:22.354827] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SFM.txt
[2025-12-23T20:31:22.354966] [INFO ] [sig       ] [2847/3557] Completed SFM in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:22.355004] [INFO ] [sig       ] [2848/3557] Forecasting SFNC...
[2025-12-23T20:31:22.355034] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-23T20:31:22.355064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-23T20:31:22.369088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-23T20:31:22.369733] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-23T20:31:22.370743] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-23T20:31:22.370799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:22.370874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:22.370905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:22.370965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:22.431368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:22.432612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:22.432719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:22.432752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:22.555945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:22.556114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:22.556157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:22.556184] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:22.559689] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-23T20:31:22.560003] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-23T20:31:22.560140] [INFO ] [sig       ] SFNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:22.699984] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SFNC.txt
[2025-12-23T20:31:22.700145] [INFO ] [sig       ] [2848/3557] Completed SFNC in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:22.700185] [INFO ] [sig       ] [2849/3557] Forecasting SG...
[2025-12-23T20:31:22.700215] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-23T20:31:22.700244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-23T20:31:22.712164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-23T20:31:22.712539] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-23T20:31:22.713330] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-23T20:31:22.713382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:22.713413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:22.713440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:22.713500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:22.770035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:22.770926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:22.771009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:22.771041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:22.890561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:22.890755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:22.890794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:22.890823] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:22.894186] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-23T20:31:22.894450] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-23T20:31:22.894590] [INFO ] [sig       ] SG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:23.038137] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SG.txt
[2025-12-23T20:31:23.038262] [INFO ] [sig       ] [2849/3557] Completed SG in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-23T20:31:23.038300] [INFO ] [sig       ] [2850/3557] Forecasting SGBX...
[2025-12-23T20:31:23.038330] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-23T20:31:23.038358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-23T20:31:23.050029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-23T20:31:23.050338] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-23T20:31:23.051169] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-23T20:31:23.051223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:23.051256] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:23.051283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:23.051341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:23.108804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:23.109700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:23.109781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:23.109813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:23.229936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:23.230093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:23.230133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:23.230160] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:23.233468] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-23T20:31:23.233762] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-23T20:31:23.233887] [INFO ] [sig       ] SGBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:23.373724] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SGBX.txt
[2025-12-23T20:31:23.373878] [INFO ] [sig       ] [2850/3557] Completed SGBX in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-23T20:31:23.373918] [INFO ] [sig       ] [2851/3557] Forecasting SGC...
[2025-12-23T20:31:23.373947] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-23T20:31:23.373978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-23T20:31:23.385877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-23T20:31:23.386142] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-23T20:31:23.386905] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-23T20:31:23.386969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:23.387000] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:23.387026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:23.387082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:23.443203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:23.443874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:23.443951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:23.443984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:23.566131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:23.566302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:23.566347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:23.566416] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:23.570003] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-23T20:31:23.570300] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-23T20:31:23.570436] [INFO ] [sig       ] SGC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:23.715724] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SGC.txt
[2025-12-23T20:31:23.715888] [INFO ] [sig       ] [2851/3557] Completed SGC in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-23T20:31:23.715929] [INFO ] [sig       ] [2852/3557] Forecasting SGHC...
[2025-12-23T20:31:23.715959] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-23T20:31:23.715988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-23T20:31:23.728633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-23T20:31:23.729118] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-23T20:31:23.730355] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-23T20:31:23.730427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:23.730475] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:23.730517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:23.730625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:23.788637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:23.789543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:23.789654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:23.789705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:23.912817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:23.912999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:23.913052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:23.913086] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:23.916688] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-23T20:31:23.916977] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-23T20:31:23.917131] [INFO ] [sig       ] SGHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:24.062498] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SGHC.txt
[2025-12-23T20:31:24.062694] [INFO ] [sig       ] [2852/3557] Completed SGHC in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-23T20:31:24.062743] [INFO ] [sig       ] [2853/3557] Forecasting SGRY...
[2025-12-23T20:31:24.062778] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-23T20:31:24.062808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-23T20:31:24.074835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-23T20:31:24.075210] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-23T20:31:24.076012] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-23T20:31:24.076065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:24.076097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:24.076124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:24.076180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:24.133551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:24.134457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:24.134541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:24.134593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:24.256453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:24.256631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:24.256673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:24.256702] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:24.260092] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-23T20:31:24.260413] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-23T20:31:24.260550] [INFO ] [sig       ] SGRY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:24.406812] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SGRY.txt
[2025-12-23T20:31:24.406975] [INFO ] [sig       ] [2853/3557] Completed SGRY in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-23T20:31:24.407018] [INFO ] [sig       ] [2854/3557] Forecasting SHAK...
[2025-12-23T20:31:24.407047] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-23T20:31:24.407076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-23T20:31:24.419475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-23T20:31:24.419867] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-23T20:31:24.420677] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-23T20:31:24.420729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:24.420759] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:24.420786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:24.420842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:24.478069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:24.479043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:24.479134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:24.479189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:24.606379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:24.606564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:24.606628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:24.606659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:24.610356] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-23T20:31:24.610663] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-23T20:31:24.610798] [INFO ] [sig       ] SHAK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:24.759212] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHAK.txt
[2025-12-23T20:31:24.759343] [INFO ] [sig       ] [2854/3557] Completed SHAK in 0.4s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-23T20:31:24.759387] [INFO ] [sig       ] [2855/3557] Forecasting SHBI...
[2025-12-23T20:31:24.759419] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-23T20:31:24.759448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-23T20:31:24.773851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-23T20:31:24.774359] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-23T20:31:24.775414] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-23T20:31:24.775473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:24.775508] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:24.775536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:24.775616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:24.834937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:24.836205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:24.836304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:24.836338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:24.959639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:24.959887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:24.959934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:24.959963] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:24.963844] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-23T20:31:24.964189] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-23T20:31:24.964337] [INFO ] [sig       ] SHBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:25.112350] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHBI.txt
[2025-12-23T20:31:25.112607] [INFO ] [sig       ] [2855/3557] Completed SHBI in 0.4s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:25.112662] [INFO ] [sig       ] [2856/3557] Forecasting SHC...
[2025-12-23T20:31:25.112693] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-23T20:31:25.112724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-23T20:31:25.126736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-23T20:31:25.127212] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-23T20:31:25.128144] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-23T20:31:25.128197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:25.128229] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:25.128255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:25.128312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:25.184373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:25.185539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:25.185655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:25.185688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:25.307414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:25.307670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:25.307717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:25.307747] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:25.311858] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-23T20:31:25.312298] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-23T20:31:25.312466] [INFO ] [sig       ] SHC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:25.457082] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHC.txt
[2025-12-23T20:31:25.457286] [INFO ] [sig       ] [2856/3557] Completed SHC in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:25.457334] [INFO ] [sig       ] [2857/3557] Forecasting SHCO...
[2025-12-23T20:31:25.457365] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-23T20:31:25.457396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-23T20:31:25.470675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-23T20:31:25.471055] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-23T20:31:25.471866] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-23T20:31:25.471926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:25.471965] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:25.471997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:25.472066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:25.529525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:25.530231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:25.530317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:25.530349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:25.657711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:25.657872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:25.657914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:25.657950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:25.661397] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-23T20:31:25.661690] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-23T20:31:25.661819] [INFO ] [sig       ] SHCO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:25.799988] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHCO.txt
[2025-12-23T20:31:25.800118] [INFO ] [sig       ] [2857/3557] Completed SHCO in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:25.800180] [INFO ] [sig       ] [2858/3557] Forecasting SHEL...
[2025-12-23T20:31:25.800210] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-23T20:31:25.800239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-23T20:31:25.813967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-23T20:31:25.814373] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-23T20:31:25.815177] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-23T20:31:25.815231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:25.815262] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:25.815288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:25.815345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:25.873127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:25.873889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:25.874001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:25.874034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:25.993007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:25.993177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:25.993236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:25.993266] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:25.996734] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-23T20:31:25.997011] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-23T20:31:25.997158] [INFO ] [sig       ] SHEL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:26.140861] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHEL.txt
[2025-12-23T20:31:26.141022] [INFO ] [sig       ] [2858/3557] Completed SHEL in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:26.141072] [INFO ] [sig       ] [2859/3557] Forecasting SHEN...
[2025-12-23T20:31:26.141105] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-23T20:31:26.141134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-23T20:31:26.153917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-23T20:31:26.154464] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-23T20:31:26.155273] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-23T20:31:26.155325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:26.155357] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:26.155384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:26.155440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:26.212564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:26.213235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:26.213314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:26.213346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:26.333229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:26.333384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:26.333426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:26.333454] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:26.336857] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2025-12-23T20:31:26.337151] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-23T20:31:26.337276] [INFO ] [sig       ] SHEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:26.477861] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHEN.txt
[2025-12-23T20:31:26.478019] [INFO ] [sig       ] [2859/3557] Completed SHEN in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:26.478060] [INFO ] [sig       ] [2860/3557] Forecasting SHFS...
[2025-12-23T20:31:26.478089] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-23T20:31:26.478118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-23T20:31:26.489394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-23T20:31:26.489696] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-23T20:31:26.490597] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-23T20:31:26.490650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:26.490683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:26.490710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:26.490766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:26.547721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:26.548607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:26.548686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:26.548719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:26.661999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:26.662163] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:31:26.662203] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:26.662231] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:26.665835] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-23T20:31:26.666116] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-23T20:31:26.666243] [INFO ] [sig       ] SHFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:26.804523] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHFS.txt
[2025-12-23T20:31:26.804706] [INFO ] [sig       ] [2860/3557] Completed SHFS in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:26.804752] [INFO ] [sig       ] [2861/3557] Forecasting SHG...
[2025-12-23T20:31:26.804782] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-23T20:31:26.804812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-23T20:31:26.816510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-23T20:31:26.816804] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-23T20:31:26.817549] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-23T20:31:26.817621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:26.817654] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:26.817680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:26.817736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:26.877603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:26.878600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:26.878687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:26.878722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:27.001436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:27.001614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:27.001656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:27.001686] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:27.005181] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-23T20:31:27.005459] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-23T20:31:27.005613] [INFO ] [sig       ] SHG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:27.145528] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHG.txt
[2025-12-23T20:31:27.145706] [INFO ] [sig       ] [2861/3557] Completed SHG in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:27.145748] [INFO ] [sig       ] [2862/3557] Forecasting SHIP...
[2025-12-23T20:31:27.145786] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-23T20:31:27.145826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-23T20:31:27.157387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-23T20:31:27.157695] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-23T20:31:27.158472] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-23T20:31:27.158525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:27.158590] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:27.158623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:27.158681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:27.216320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:27.217045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:27.217125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:27.217159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:27.337669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:27.337832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:27.337874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:27.337903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:27.341314] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=20.75%)
[2025-12-23T20:31:27.341607] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-23T20:31:27.341735] [INFO ] [sig       ] SHIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:27.480861] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHIP.txt
[2025-12-23T20:31:27.481009] [INFO ] [sig       ] [2862/3557] Completed SHIP in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:27.481050] [INFO ] [sig       ] [2863/3557] Forecasting SHLS...
[2025-12-23T20:31:27.481079] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-23T20:31:27.481108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-23T20:31:27.493342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-23T20:31:27.493642] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-23T20:31:27.494434] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-23T20:31:27.494488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:27.494520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:27.494548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:27.494625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:27.551935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:27.552810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:27.552892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:27.552925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:27.676236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:27.676427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:27.676471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:27.676499] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:27.680103] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-23T20:31:27.680392] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-23T20:31:27.680521] [INFO ] [sig       ] SHLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:27.819498] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHLS.txt
[2025-12-23T20:31:27.819648] [INFO ] [sig       ] [2863/3557] Completed SHLS in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:27.819690] [INFO ] [sig       ] [2864/3557] Forecasting SHO...
[2025-12-23T20:31:27.819720] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-23T20:31:27.819748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-23T20:31:27.831356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-23T20:31:27.831662] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-23T20:31:27.832433] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-23T20:31:27.832484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:27.832516] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:27.832543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:27.832622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:27.889470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:27.890277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:27.890354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:27.890387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:28.010386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:28.010546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:28.010605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:28.010637] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:28.014109] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-23T20:31:28.014384] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-23T20:31:28.014509] [INFO ] [sig       ] SHO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:28.160504] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHO.txt
[2025-12-23T20:31:28.160688] [INFO ] [sig       ] [2864/3557] Completed SHO in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:28.160732] [INFO ] [sig       ] [2865/3557] Forecasting SHOC...
[2025-12-23T20:31:28.160761] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-23T20:31:28.160790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-23T20:31:28.172079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-23T20:31:28.172463] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-23T20:31:28.173287] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-23T20:31:28.173342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:28.173403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:28.173430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:28.173486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:28.228964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:28.229855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:28.229937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:28.229970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:28.347549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:28.347723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:28.347765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:28.347794] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:28.351224] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-12-23T20:31:28.351557] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-23T20:31:28.351724] [INFO ] [sig       ] SHOC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:28.497601] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHOC.txt
[2025-12-23T20:31:28.497766] [INFO ] [sig       ] [2865/3557] Completed SHOC in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:28.497816] [INFO ] [sig       ] [2866/3557] Forecasting SHOO...
[2025-12-23T20:31:28.497847] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-23T20:31:28.497879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-23T20:31:28.510034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-23T20:31:28.510431] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-23T20:31:28.511247] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-23T20:31:28.511302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:28.511334] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:28.511361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:28.511417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:28.569817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:28.570699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:28.570783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:28.570817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:28.694190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:28.694355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:28.694395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:28.694424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:28.697908] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-23T20:31:28.698211] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-23T20:31:28.698345] [INFO ] [sig       ] SHOO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:28.841807] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SHOO.txt
[2025-12-23T20:31:28.841957] [INFO ] [sig       ] [2866/3557] Completed SHOO in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:28.841997] [INFO ] [sig       ] [2867/3557] Forecasting SHOP...
[2025-12-23T20:31:28.842026] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-23T20:31:28.842056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-23T20:31:28.853449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-23T20:31:28.853794] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-23T20:31:28.854597] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-23T20:31:28.854651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:28.854683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:28.854709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:28.854764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:28.910470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:28.911395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:28.911483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:28.911516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:29.033715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:29.033879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:29.033920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:29.033947] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:29.037301] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-12-23T20:31:29.037570] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-23T20:31:29.037730] [INFO ] [sig       ] SHOP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:29.178110] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHOP.txt
[2025-12-23T20:31:29.178243] [INFO ] [sig       ] [2867/3557] Completed SHOP in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-23T20:31:29.178288] [INFO ] [sig       ] [2868/3557] Forecasting SHY...
[2025-12-23T20:31:29.178318] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-23T20:31:29.178347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-23T20:31:29.191551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-23T20:31:29.192041] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-23T20:31:29.192943] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-23T20:31:29.192997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:29.193030] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:29.193057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:29.193113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:29.248099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:29.248832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:29.248916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:29.248947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:29.367688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:29.367870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:29.367911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:29.367981] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:29.371511] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-23T20:31:29.371808] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-23T20:31:29.371935] [INFO ] [sig       ] SHY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:29.510860] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SHY.txt
[2025-12-23T20:31:29.511024] [INFO ] [sig       ] [2868/3557] Completed SHY in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-23T20:31:29.511066] [INFO ] [sig       ] [2869/3557] Forecasting SIBN...
[2025-12-23T20:31:29.511098] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-23T20:31:29.511129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-23T20:31:29.522997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-23T20:31:29.523341] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-23T20:31:29.524130] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-23T20:31:29.524185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:29.524217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:29.524245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:29.524302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:29.579328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:29.580173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:29.580255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:29.580287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:29.699019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:29.699203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:29.699245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:29.699291] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:29.702649] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-23T20:31:29.702924] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-23T20:31:29.703049] [INFO ] [sig       ] SIBN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:29.840293] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SIBN.txt
[2025-12-23T20:31:29.840455] [INFO ] [sig       ] [2869/3557] Completed SIBN in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-23T20:31:29.840494] [INFO ] [sig       ] [2870/3557] Forecasting SID...
[2025-12-23T20:31:29.840524] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-23T20:31:29.840554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-23T20:31:29.852140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-23T20:31:29.852488] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-23T20:31:29.853276] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-23T20:31:29.853330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:29.853360] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:29.853386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:29.853442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:29.908925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:29.909805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:29.909890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:29.909922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:30.027781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:30.027935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:30.027976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:30.028005] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:30.031373] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-23T20:31:30.031681] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-23T20:31:30.031824] [INFO ] [sig       ] SID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:30.172277] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SID.txt
[2025-12-23T20:31:30.172394] [INFO ] [sig       ] [2870/3557] Completed SID in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-23T20:31:30.172434] [INFO ] [sig       ] [2871/3557] Forecasting SIEB...
[2025-12-23T20:31:30.172462] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-23T20:31:30.172492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-23T20:31:30.183221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-23T20:31:30.183507] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-23T20:31:30.184283] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-23T20:31:30.184336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:30.184366] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:30.184393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:30.184448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:30.241882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:30.242526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:30.242635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:30.242671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:30.359343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:30.359503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:30.359544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:30.359594] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:30.362988] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-23T20:31:30.363267] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-23T20:31:30.363387] [INFO ] [sig       ] SIEB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:30.501778] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SIEB.txt
[2025-12-23T20:31:30.501933] [INFO ] [sig       ] [2871/3557] Completed SIEB in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-23T20:31:30.501974] [INFO ] [sig       ] [2872/3557] Forecasting SIFY...
[2025-12-23T20:31:30.502002] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-23T20:31:30.502032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-23T20:31:30.514314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-23T20:31:30.514639] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-23T20:31:30.515393] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-23T20:31:30.515445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:30.515476] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:30.515503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:30.515559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:30.572196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:30.572896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:30.572971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:30.573003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:30.687429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:30.687588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:30.687629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:30.687658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:30.690983] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-23T20:31:30.691257] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-23T20:31:30.691387] [INFO ] [sig       ] SIFY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:30.829244] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SIFY.txt
[2025-12-23T20:31:30.829373] [INFO ] [sig       ] [2872/3557] Completed SIFY in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-23T20:31:30.829413] [INFO ] [sig       ] [2873/3557] Forecasting SIG...
[2025-12-23T20:31:30.829444] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-23T20:31:30.829474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-23T20:31:30.841445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-23T20:31:30.841761] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-23T20:31:30.842510] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-23T20:31:30.842562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:30.842615] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:30.842655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:30.842719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:30.899745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:30.900593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:30.900672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:30.900704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:31.013905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:31.014061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:31.014101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:31.014129] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:31.017471] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-23T20:31:31.017767] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-23T20:31:31.017896] [INFO ] [sig       ] SIG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:31.159684] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SIG.txt
[2025-12-23T20:31:31.159855] [INFO ] [sig       ] [2873/3557] Completed SIG in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:31.159897] [INFO ] [sig       ] [2874/3557] Forecasting SIGA...
[2025-12-23T20:31:31.159927] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-23T20:31:31.159956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-23T20:31:31.171152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-23T20:31:31.171436] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-23T20:31:31.172221] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-23T20:31:31.172274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:31.172305] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:31.172332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:31.172387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:31.228261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:31.228890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:31.228965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:31.228997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:31.349017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:31.349185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:31.349226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:31.349254] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:31.352607] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-23T20:31:31.352879] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-23T20:31:31.353003] [INFO ] [sig       ] SIGA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:31.491077] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SIGA.txt
[2025-12-23T20:31:31.491215] [INFO ] [sig       ] [2874/3557] Completed SIGA in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:31.491254] [INFO ] [sig       ] [2875/3557] Forecasting SIGI...
[2025-12-23T20:31:31.491283] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-23T20:31:31.491312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-23T20:31:31.502473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-23T20:31:31.502776] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-23T20:31:31.503535] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-23T20:31:31.503652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:31.503700] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:31.503729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:31.503785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:31.558919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:31.559644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:31.559751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:31.559784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:31.678358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:31.678519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:31.678558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:31.678609] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:31.681951] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-23T20:31:31.682227] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-23T20:31:31.682352] [INFO ] [sig       ] SIGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:31.822002] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SIGI.txt
[2025-12-23T20:31:31.822162] [INFO ] [sig       ] [2875/3557] Completed SIGI in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:31.822202] [INFO ] [sig       ] [2876/3557] Forecasting SII...
[2025-12-23T20:31:31.822233] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-23T20:31:31.822263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-23T20:31:31.834452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-23T20:31:31.834760] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-23T20:31:31.835518] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-23T20:31:31.835586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:31.835621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:31.835648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:31.835703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:31.891723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:31.892611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:31.892690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:31.892722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:32.006451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:32.006636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:32.006678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:32.006710] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:32.010262] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-23T20:31:32.010544] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-23T20:31:32.010693] [INFO ] [sig       ] SII: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:32.149320] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SII.txt
[2025-12-23T20:31:32.149445] [INFO ] [sig       ] [2876/3557] Completed SII in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:32.149483] [INFO ] [sig       ] [2877/3557] Forecasting SIMO...
[2025-12-23T20:31:32.149513] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-23T20:31:32.149548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-23T20:31:32.160789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-23T20:31:32.161062] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-23T20:31:32.161830] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-23T20:31:32.161881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:32.161912] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:32.161939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:32.161995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:32.224341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:32.225216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:32.225298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:32.225333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:32.342523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:32.342694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:32.342734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:32.342763] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:32.346066] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-23T20:31:32.346328] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-23T20:31:32.346448] [INFO ] [sig       ] SIMO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:32.491055] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SIMO.txt
[2025-12-23T20:31:32.491183] [INFO ] [sig       ] [2877/3557] Completed SIMO in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:32.491223] [INFO ] [sig       ] [2878/3557] Forecasting SIRI...
[2025-12-23T20:31:32.491251] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-23T20:31:32.491281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-23T20:31:32.503364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-23T20:31:32.503704] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-23T20:31:32.504481] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-23T20:31:32.504534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:32.504566] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:32.504613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:32.504669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:32.560498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:32.561486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:32.561594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:32.561630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:32.680334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:32.680487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:32.680528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:32.680557] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:32.683876] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-23T20:31:32.684152] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-23T20:31:32.684276] [INFO ] [sig       ] SIRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:32.821900] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SIRI.txt
[2025-12-23T20:31:32.822075] [INFO ] [sig       ] [2878/3557] Completed SIRI in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:32.822116] [INFO ] [sig       ] [2879/3557] Forecasting SITC...
[2025-12-23T20:31:32.822147] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-23T20:31:32.822176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-23T20:31:32.834860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-23T20:31:32.835228] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-23T20:31:32.836082] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-23T20:31:32.836137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:32.836170] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:32.836197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:32.836254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:32.898255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:32.899106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:32.899225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:32.899276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:33.029999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:33.030190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:33.030238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:33.030275] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:33.034149] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-23T20:31:33.034431] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-23T20:31:33.034604] [INFO ] [sig       ] SITC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:33.172449] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SITC.txt
[2025-12-23T20:31:33.172614] [INFO ] [sig       ] [2879/3557] Completed SITC in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:33.172655] [INFO ] [sig       ] [2880/3557] Forecasting SITE...
[2025-12-23T20:31:33.172684] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-23T20:31:33.172715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-23T20:31:33.184442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-23T20:31:33.184783] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-23T20:31:33.185550] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-23T20:31:33.185619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:33.185652] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:33.185679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:33.185739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:33.240207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:33.240873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:33.240953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:33.240985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:33.358161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:33.358320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:33.358360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:33.358429] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:33.362004] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-23T20:31:33.362304] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-23T20:31:33.362437] [INFO ] [sig       ] SITE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:33.503514] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SITE.txt
[2025-12-23T20:31:33.503701] [INFO ] [sig       ] [2880/3557] Completed SITE in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:33.503743] [INFO ] [sig       ] [2881/3557] Forecasting SITM...
[2025-12-23T20:31:33.503772] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-23T20:31:33.503801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-23T20:31:33.515777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-23T20:31:33.516063] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-23T20:31:33.516845] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-23T20:31:33.516898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:33.516930] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:33.516956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:33.517011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:33.575096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:33.575760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:33.575839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:33.575871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:33.705035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:33.705238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:33.705286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:33.705318] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:33.708942] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-23T20:31:33.709263] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-23T20:31:33.709415] [INFO ] [sig       ] SITM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:33.913195] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SITM.txt
[2025-12-23T20:31:33.913360] [INFO ] [sig       ] [2881/3557] Completed SITM in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:33.913411] [INFO ] [sig       ] [2882/3557] Forecasting SIXG...
[2025-12-23T20:31:33.913442] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-23T20:31:33.913472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-23T20:31:33.925900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-23T20:31:33.926264] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-23T20:31:33.927039] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-23T20:31:33.927091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:33.927150] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:33.927178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:33.927235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:33.984556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:33.985352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:33.985431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:33.985465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:34.101476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:34.101646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:34.101689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:34.101718] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:34.105083] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-23T20:31:34.105385] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-23T20:31:34.105527] [INFO ] [sig       ] SIXG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:34.247388] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SIXG.txt
[2025-12-23T20:31:34.247529] [INFO ] [sig       ] [2882/3557] Completed SIXG in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:34.247585] [INFO ] [sig       ] [2883/3557] Forecasting SJM...
[2025-12-23T20:31:34.247618] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-23T20:31:34.247648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-23T20:31:34.262384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-23T20:31:34.262910] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-23T20:31:34.263754] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-23T20:31:34.263808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:34.263839] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:34.263866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:34.263921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:34.319705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:34.320710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:34.320800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:34.320832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:34.438194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:34.438370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:34.438411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:34.438440] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:34.441914] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-23T20:31:34.442184] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-23T20:31:34.442311] [INFO ] [sig       ] SJM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:34.584138] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SJM.txt
[2025-12-23T20:31:34.584291] [INFO ] [sig       ] [2883/3557] Completed SJM in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:34.584331] [INFO ] [sig       ] [2884/3557] Forecasting SKE...
[2025-12-23T20:31:34.584361] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-23T20:31:34.584391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-23T20:31:34.596186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-23T20:31:34.596514] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-23T20:31:34.597335] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-23T20:31:34.597389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:34.597422] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:34.597449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:34.597544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:34.654873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:34.655480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:34.655555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:34.655605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:34.774880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:34.775048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:34.775089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:34.775117] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:34.778539] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-23T20:31:34.778832] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-23T20:31:34.778958] [INFO ] [sig       ] SKE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:34.916472] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SKE.txt
[2025-12-23T20:31:34.916637] [INFO ] [sig       ] [2884/3557] Completed SKE in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-23T20:31:34.916680] [INFO ] [sig       ] [2885/3557] Forecasting SKIL...
[2025-12-23T20:31:34.916709] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-23T20:31:34.916739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-23T20:31:34.927954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-23T20:31:34.928235] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-23T20:31:34.929000] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-23T20:31:34.929051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:34.929082] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:34.929108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:34.929186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:34.984768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:34.985562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:34.985663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:34.985697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:35.104822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:35.104993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:35.105033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:35.105099] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:35.108521] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-23T20:31:35.108821] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-23T20:31:35.108950] [INFO ] [sig       ] SKIL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:35.248768] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKIL.txt
[2025-12-23T20:31:35.248936] [INFO ] [sig       ] [2885/3557] Completed SKIL in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-23T20:31:35.248978] [INFO ] [sig       ] [2886/3557] Forecasting SKIN...
[2025-12-23T20:31:35.249007] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-23T20:31:35.249036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-23T20:31:35.260962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-23T20:31:35.261338] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-23T20:31:35.262124] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-23T20:31:35.262189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:35.262221] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:35.262247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:35.262303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:35.318286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:35.319209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:35.319312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:35.319344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:35.441137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:35.441305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:35.441345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:35.441372] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:35.444832] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-23T20:31:35.445159] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-23T20:31:35.445317] [INFO ] [sig       ] SKIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:35.589810] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKIN.txt
[2025-12-23T20:31:35.589967] [INFO ] [sig       ] [2886/3557] Completed SKIN in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-23T20:31:35.590010] [INFO ] [sig       ] [2887/3557] Forecasting SKLZ...
[2025-12-23T20:31:35.590039] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-23T20:31:35.590069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-23T20:31:35.601863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-23T20:31:35.602256] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-23T20:31:35.603040] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-23T20:31:35.603092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:35.603123] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:35.603150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:35.603206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:35.659766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:35.660710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:35.660792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:35.660824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:35.784362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:35.784523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:35.784565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:35.784617] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:35.788032] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-23T20:31:35.788315] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-23T20:31:35.788443] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:35.929605] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKLZ.txt
[2025-12-23T20:31:35.929753] [INFO ] [sig       ] [2887/3557] Completed SKLZ in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-23T20:31:35.929800] [INFO ] [sig       ] [2888/3557] Forecasting SKM...
[2025-12-23T20:31:35.929838] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-23T20:31:35.929876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-23T20:31:35.942178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-23T20:31:35.942499] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-23T20:31:35.943294] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-23T20:31:35.943346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:35.943378] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:35.943404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:35.943460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:35.999037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:35.999903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:35.999989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:36.000020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:36.118050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:36.118200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:36.118239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:36.118268] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:36.121642] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-23T20:31:36.121921] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-23T20:31:36.122051] [INFO ] [sig       ] SKM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:36.261299] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SKM.txt
[2025-12-23T20:31:36.261447] [INFO ] [sig       ] [2888/3557] Completed SKM in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-23T20:31:36.261488] [INFO ] [sig       ] [2889/3557] Forecasting SKRE...
[2025-12-23T20:31:36.261517] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-23T20:31:36.261545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-23T20:31:36.273312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-23T20:31:36.273651] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-23T20:31:36.274423] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-23T20:31:36.274475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:36.274507] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:36.274534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:36.274615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:36.331448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:36.332276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:36.332357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:36.332388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:36.453511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:36.453687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:36.453729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:36.453760] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:36.457232] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-23T20:31:36.457518] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-23T20:31:36.457663] [INFO ] [sig       ] SKRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:36.597979] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKRE.txt
[2025-12-23T20:31:36.598163] [INFO ] [sig       ] [2889/3557] Completed SKRE in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-23T20:31:36.598210] [INFO ] [sig       ] [2890/3557] Forecasting SKWD...
[2025-12-23T20:31:36.598238] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-23T20:31:36.598267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-23T20:31:36.610840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-23T20:31:36.611232] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-23T20:31:36.612043] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-23T20:31:36.612096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:36.612130] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:36.612158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:36.612214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:36.688369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:36.689645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:36.689762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:36.689814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:36.860805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:36.861012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:36.861080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:36.861128] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:36.866672] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-23T20:31:36.867216] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-23T20:31:36.867436] [INFO ] [sig       ] SKWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:37.081650] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKWD.txt
[2025-12-23T20:31:37.081880] [INFO ] [sig       ] [2890/3557] Completed SKWD in 0.5s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:37.081952] [INFO ] [sig       ] [2891/3557] Forecasting SKY...
[2025-12-23T20:31:37.082004] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-23T20:31:37.082057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-23T20:31:37.096592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-23T20:31:37.097056] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-23T20:31:37.097938] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-23T20:31:37.097994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:37.098028] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:37.098055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:37.098112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:37.186531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:37.187564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:37.187690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:37.187723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:37.333524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:37.333712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:37.333755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:37.333784] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:37.337759] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-12-23T20:31:37.338203] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-23T20:31:37.338406] [INFO ] [sig       ] SKY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:37.524786] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SKY.txt
[2025-12-23T20:31:37.524969] [INFO ] [sig       ] [2891/3557] Completed SKY in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:37.525014] [INFO ] [sig       ] [2892/3557] Forecasting SKYH...
[2025-12-23T20:31:37.525043] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-23T20:31:37.525074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-23T20:31:37.537599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-23T20:31:37.538040] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-23T20:31:37.538895] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-23T20:31:37.538952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:37.538984] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:37.539013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:37.539071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:37.597782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:37.598717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:37.598844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:37.598879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:37.725885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:37.726049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:37.726092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:37.726121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:37.729734] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-23T20:31:37.730070] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-23T20:31:37.730211] [INFO ] [sig       ] SKYH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:37.871464] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKYH.txt
[2025-12-23T20:31:37.871654] [INFO ] [sig       ] [2892/3557] Completed SKYH in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:37.871696] [INFO ] [sig       ] [2893/3557] Forecasting SKYX...
[2025-12-23T20:31:37.871729] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-23T20:31:37.871758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-23T20:31:37.883614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-23T20:31:37.883965] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-23T20:31:37.884790] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-23T20:31:37.884843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:37.884874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:37.884901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:37.884957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:37.943688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:37.944625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:37.944707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:37.944739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:38.059428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:38.059632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:38.059676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:38.059705] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:38.063156] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-23T20:31:38.063432] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-23T20:31:38.063560] [INFO ] [sig       ] SKYX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:38.202960] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKYX.txt
[2025-12-23T20:31:38.203124] [INFO ] [sig       ] [2893/3557] Completed SKYX in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:38.203167] [INFO ] [sig       ] [2894/3557] Forecasting SKYY...
[2025-12-23T20:31:38.203196] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-23T20:31:38.203226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-23T20:31:38.215726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-23T20:31:38.216095] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-23T20:31:38.216891] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-23T20:31:38.216945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:38.216977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:38.217005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:38.217060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:38.278342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:38.279224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:38.279306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:38.279339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:38.400021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:38.400182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:38.400224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:38.400252] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:38.403710] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-23T20:31:38.404001] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-23T20:31:38.404129] [INFO ] [sig       ] SKYY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:38.544470] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SKYY.txt
[2025-12-23T20:31:38.544676] [INFO ] [sig       ] [2894/3557] Completed SKYY in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:38.544719] [INFO ] [sig       ] [2895/3557] Forecasting SLAB...
[2025-12-23T20:31:38.544749] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-23T20:31:38.544778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-23T20:31:38.557333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-23T20:31:38.557736] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-23T20:31:38.558504] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-23T20:31:38.558557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:38.558620] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:38.558649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:38.558705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:38.614712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:38.615564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:38.615665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:38.615697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:38.735252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:38.735409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:38.735449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:38.735479] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:38.738994] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-23T20:31:38.739354] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-23T20:31:38.739500] [INFO ] [sig       ] SLAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:38.882235] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLAB.txt
[2025-12-23T20:31:38.882397] [INFO ] [sig       ] [2895/3557] Completed SLAB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:38.882439] [INFO ] [sig       ] [2896/3557] Forecasting SLB...
[2025-12-23T20:31:38.882468] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-23T20:31:38.882497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-23T20:31:38.895350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-23T20:31:38.895781] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-23T20:31:38.896649] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-23T20:31:38.896703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:38.896738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:38.896766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:38.896824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:38.954832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:38.955548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:38.955665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:38.955718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:39.077483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:39.077659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:39.077702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:39.077731] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:39.081187] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-12-23T20:31:39.081499] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-23T20:31:39.081643] [INFO ] [sig       ] SLB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:39.220626] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLB.txt
[2025-12-23T20:31:39.220747] [INFO ] [sig       ] [2896/3557] Completed SLB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:39.220787] [INFO ] [sig       ] [2897/3557] Forecasting SLDB...
[2025-12-23T20:31:39.220816] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-23T20:31:39.220846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-23T20:31:39.233202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-23T20:31:39.233600] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-23T20:31:39.234457] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-23T20:31:39.234512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:39.234557] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:39.234611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:39.234674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:39.290425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:39.291375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:39.291459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:39.291491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:39.410052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:39.410214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:39.410262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:39.410296] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:39.413670] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-23T20:31:39.413946] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-23T20:31:39.414070] [INFO ] [sig       ] SLDB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:39.560179] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLDB.txt
[2025-12-23T20:31:39.560351] [INFO ] [sig       ] [2897/3557] Completed SLDB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:39.560392] [INFO ] [sig       ] [2898/3557] Forecasting SLDP...
[2025-12-23T20:31:39.560425] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-23T20:31:39.560455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-23T20:31:39.572713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-23T20:31:39.573076] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-23T20:31:39.573939] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-23T20:31:39.574004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:39.574048] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:39.574077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:39.574134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:39.634444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:39.635364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:39.635445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:39.635479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:39.761789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:39.761960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:39.762019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:39.762052] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:39.765952] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-23T20:31:39.766242] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-23T20:31:39.766584] [INFO ] [sig       ] SLDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:39.914423] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLDP.txt
[2025-12-23T20:31:39.914622] [INFO ] [sig       ] [2898/3557] Completed SLDP in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:39.914667] [INFO ] [sig       ] [2899/3557] Forecasting SLF...
[2025-12-23T20:31:39.914699] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-23T20:31:39.914740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-23T20:31:39.928649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-23T20:31:39.929038] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-23T20:31:39.929916] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-23T20:31:39.929996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:39.930057] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:39.930099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:39.930175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:39.991962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:39.992838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:39.992918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:39.992950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:40.116991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:40.117145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:40.117186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:40.117214] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:40.120899] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-23T20:31:40.121195] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-23T20:31:40.121327] [INFO ] [sig       ] SLF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:40.267212] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SLF.txt
[2025-12-23T20:31:40.267382] [INFO ] [sig       ] [2899/3557] Completed SLF in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:40.267424] [INFO ] [sig       ] [2900/3557] Forecasting SLG...
[2025-12-23T20:31:40.267454] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-23T20:31:40.267484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-23T20:31:40.279326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-23T20:31:40.279757] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-23T20:31:40.280642] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-23T20:31:40.280699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:40.280731] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:40.280758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:40.280814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:40.337915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:40.338775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:40.338854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:40.338886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:40.462617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:40.462777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:40.462820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:40.462849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:40.466324] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-23T20:31:40.466695] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-23T20:31:40.466840] [INFO ] [sig       ] SLG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:40.617389] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLG.txt
[2025-12-23T20:31:40.617550] [INFO ] [sig       ] [2900/3557] Completed SLG in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:40.617620] [INFO ] [sig       ] [2901/3557] Forecasting SLGN...
[2025-12-23T20:31:40.617652] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-23T20:31:40.617681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-23T20:31:40.630041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-23T20:31:40.630415] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-23T20:31:40.631210] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-23T20:31:40.631269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:40.631307] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:40.631340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:40.631407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:40.688807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:40.689637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:40.689718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:40.689752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:40.807821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:40.807976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:40.808017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:40.808046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:40.811496] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-23T20:31:40.811791] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-23T20:31:40.811922] [INFO ] [sig       ] SLGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:40.959690] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLGN.txt
[2025-12-23T20:31:40.959850] [INFO ] [sig       ] [2901/3557] Completed SLGN in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:40.959893] [INFO ] [sig       ] [2902/3557] Forecasting SLM...
[2025-12-23T20:31:40.959924] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-23T20:31:40.959955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-23T20:31:40.972689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-23T20:31:40.973116] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-23T20:31:40.974102] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-23T20:31:40.974165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:40.974205] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:40.974239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:40.974315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:41.032726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:41.033684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:41.033767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:41.033800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:41.151139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:41.151307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:41.151391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:41.151420] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:41.154893] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2025-12-23T20:31:41.155172] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-23T20:31:41.155314] [INFO ] [sig       ] SLM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:41.295363] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SLM.txt
[2025-12-23T20:31:41.295520] [INFO ] [sig       ] [2902/3557] Completed SLM in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-23T20:31:41.295562] [INFO ] [sig       ] [2903/3557] Forecasting SLN...
[2025-12-23T20:31:41.295614] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-23T20:31:41.295647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-23T20:31:41.307486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-23T20:31:41.307880] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-23T20:31:41.308670] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-23T20:31:41.308722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:41.308753] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:41.308779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:41.308834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:41.363897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:41.364609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:41.364688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:41.364719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:41.485853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:41.486011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:41.486051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:41.486080] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:41.489478] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-23T20:31:41.489779] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-23T20:31:41.489906] [INFO ] [sig       ] SLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:41.630487] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLN.txt
[2025-12-23T20:31:41.630667] [INFO ] [sig       ] [2903/3557] Completed SLN in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-23T20:31:41.630712] [INFO ] [sig       ] [2904/3557] Forecasting SLNO...
[2025-12-23T20:31:41.630742] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-23T20:31:41.630772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-23T20:31:41.642732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-23T20:31:41.643087] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-23T20:31:41.643899] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-23T20:31:41.643951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:41.643983] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:41.644012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:41.644070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:41.700044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:41.700899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:41.700978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:41.701009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:41.831468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:41.831777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:41.831844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:41.831875] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:41.835493] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-23T20:31:41.835796] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-23T20:31:41.835955] [INFO ] [sig       ] SLNO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:41.974041] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLNO.txt
[2025-12-23T20:31:41.974216] [INFO ] [sig       ] [2904/3557] Completed SLNO in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-23T20:31:41.974269] [INFO ] [sig       ] [2905/3557] Forecasting SLP...
[2025-12-23T20:31:41.974313] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-23T20:31:41.974345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-23T20:31:41.986672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-23T20:31:41.987059] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-23T20:31:41.987868] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-23T20:31:41.987922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:41.987955] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:41.987982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:41.988039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:42.044771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:42.045640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:42.045724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:42.045756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:42.162410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:42.162590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:42.162632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:42.162663] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:42.165957] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-23T20:31:42.166227] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-23T20:31:42.166351] [INFO ] [sig       ] SLP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:42.303268] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLP.txt
[2025-12-23T20:31:42.303404] [INFO ] [sig       ] [2905/3557] Completed SLP in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-23T20:31:42.303444] [INFO ] [sig       ] [2906/3557] Forecasting SLQD...
[2025-12-23T20:31:42.303473] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-23T20:31:42.303562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-23T20:31:42.317595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-23T20:31:42.318127] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-23T20:31:42.319007] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-23T20:31:42.319063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:42.319094] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:42.319120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:42.319202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:42.375286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:42.376260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:42.376371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:42.376404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:42.493485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:42.493665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:42.493705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:42.493734] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:42.497048] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-23T20:31:42.497316] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-23T20:31:42.497441] [INFO ] [sig       ] SLQD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:42.638397] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SLQD.txt
[2025-12-23T20:31:42.638602] [INFO ] [sig       ] [2906/3557] Completed SLQD in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-23T20:31:42.638653] [INFO ] [sig       ] [2907/3557] Forecasting SLRC...
[2025-12-23T20:31:42.638682] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-23T20:31:42.638713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-23T20:31:42.650961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-23T20:31:42.651254] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-23T20:31:42.652025] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-23T20:31:42.652077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:42.652108] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:42.652134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:42.652189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:42.708414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:42.709188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:42.709266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:42.709298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:42.823997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:42.824176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:42.824216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:42.824245] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:42.827588] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-23T20:31:42.827856] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-23T20:31:42.827975] [INFO ] [sig       ] SLRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:42.974162] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLRC.txt
[2025-12-23T20:31:42.974322] [INFO ] [sig       ] [2907/3557] Completed SLRC in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-23T20:31:42.974362] [INFO ] [sig       ] [2908/3557] Forecasting SLS...
[2025-12-23T20:31:42.974392] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-23T20:31:42.974423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-23T20:31:42.986318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-23T20:31:42.986634] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-23T20:31:42.987484] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-23T20:31:42.987541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:42.987618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:42.987652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:42.987710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:43.045787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:43.046435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:43.046548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:43.046608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:43.166084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:43.166260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:43.166301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:43.166328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:43.169932] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-23T20:31:43.170243] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-23T20:31:43.170382] [INFO ] [sig       ] SLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:43.313411] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLS.txt
[2025-12-23T20:31:43.313543] [INFO ] [sig       ] [2908/3557] Completed SLS in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:43.313603] [INFO ] [sig       ] [2909/3557] Forecasting SLVM...
[2025-12-23T20:31:43.313639] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-23T20:31:43.313669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-23T20:31:43.325972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-23T20:31:43.326339] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-23T20:31:43.327184] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-23T20:31:43.327238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:43.327271] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:43.327297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:43.327353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:43.382422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:43.383076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:43.383155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:43.383186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:43.504918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:43.505076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:43.505117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:43.505145] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:43.508449] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-23T20:31:43.508734] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-23T20:31:43.508860] [INFO ] [sig       ] SLVM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:43.647021] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SLVM.txt
[2025-12-23T20:31:43.647158] [INFO ] [sig       ] [2909/3557] Completed SLVM in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:43.647197] [INFO ] [sig       ] [2910/3557] Forecasting SLVO...
[2025-12-23T20:31:43.647227] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-23T20:31:43.647255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-23T20:31:43.658485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-23T20:31:43.658830] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-23T20:31:43.659652] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-23T20:31:43.659705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:43.659737] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:43.659764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:43.659820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:43.717277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:43.718067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:43.718146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:43.718180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:43.837221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:43.837382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:43.837423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:43.837453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:43.840864] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-23T20:31:43.841132] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-23T20:31:43.841253] [INFO ] [sig       ] SLVO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:43.981697] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SLVO.txt
[2025-12-23T20:31:43.981829] [INFO ] [sig       ] [2910/3557] Completed SLVO in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:43.981869] [INFO ] [sig       ] [2911/3557] Forecasting SLXN...
[2025-12-23T20:31:43.981898] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-23T20:31:43.981927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-23T20:31:43.992750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-23T20:31:43.993051] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-23T20:31:43.993828] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-23T20:31:43.993879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:43.993910] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:43.993937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:43.993992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:44.050621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:44.051297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:44.051384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:44.051428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:44.167689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:44.167847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:44.167887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:44.167915] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:44.171372] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-23T20:31:44.171687] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-23T20:31:44.171816] [INFO ] [sig       ] SLXN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:44.312190] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SLXN.txt
[2025-12-23T20:31:44.312340] [INFO ] [sig       ] [2911/3557] Completed SLXN in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:44.312381] [INFO ] [sig       ] [2912/3557] Forecasting SM...
[2025-12-23T20:31:44.312417] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-23T20:31:44.312448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-23T20:31:44.323889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-23T20:31:44.324238] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-23T20:31:44.325095] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-23T20:31:44.325149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:44.325182] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:44.325210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:44.325268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:44.383072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:44.383796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:44.383890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:44.383924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:44.503851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:44.504007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:44.504047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:44.504076] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:44.507513] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-23T20:31:44.507809] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-23T20:31:44.507986] [INFO ] [sig       ] SM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:44.646938] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SM.txt
[2025-12-23T20:31:44.647085] [INFO ] [sig       ] [2912/3557] Completed SM in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:44.647129] [INFO ] [sig       ] [2913/3557] Forecasting SMBC...
[2025-12-23T20:31:44.647158] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-23T20:31:44.647189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-23T20:31:44.658567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-23T20:31:44.658893] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-23T20:31:44.659834] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-23T20:31:44.659888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:44.659919] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:44.659946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:44.660003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:44.717025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:44.717710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:44.717801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:44.717840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:44.835049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:44.835214] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:31:44.835256] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:44.835286] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:44.838773] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-23T20:31:44.839052] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-23T20:31:44.839197] [INFO ] [sig       ] SMBC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:44.977626] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMBC.txt
[2025-12-23T20:31:44.977793] [INFO ] [sig       ] [2913/3557] Completed SMBC in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:44.977835] [INFO ] [sig       ] [2914/3557] Forecasting SMBK...
[2025-12-23T20:31:44.977865] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-23T20:31:44.977894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-23T20:31:44.988963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-23T20:31:44.989358] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-23T20:31:44.990134] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-23T20:31:44.990186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:44.990216] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:44.990242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:44.990297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:45.045598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:45.046327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:45.046405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:45.046438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:45.161726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:45.161867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:45.161905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:45.161933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:45.165192] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-23T20:31:45.165464] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-23T20:31:45.165604] [INFO ] [sig       ] SMBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:45.305854] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMBK.txt
[2025-12-23T20:31:45.305986] [INFO ] [sig       ] [2914/3557] Completed SMBK in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:45.306024] [INFO ] [sig       ] [2915/3557] Forecasting SMCI...
[2025-12-23T20:31:45.306055] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-23T20:31:45.306084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-23T20:31:45.318365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-23T20:31:45.318666] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-23T20:31:45.319443] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-23T20:31:45.319494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:45.319525] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:45.319550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:45.319631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:45.376021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:45.376667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:45.376758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:45.376792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:45.503203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:45.503344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:45.503391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:45.503444] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:45.506961] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-12-23T20:31:45.507237] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-23T20:31:45.507362] [INFO ] [sig       ] SMCI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:45.645645] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMCI.txt
[2025-12-23T20:31:45.645785] [INFO ] [sig       ] [2915/3557] Completed SMCI in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:45.645833] [INFO ] [sig       ] [2916/3557] Forecasting SMCX...
[2025-12-23T20:31:45.645865] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-23T20:31:45.645894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-23T20:31:45.657183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-23T20:31:45.657487] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-23T20:31:45.658352] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-23T20:31:45.658406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:45.658438] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:45.658465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:45.658521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:45.715438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:45.716125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:45.716202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:45.716236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:45.844854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:45.845003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:45.845043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:45.845072] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:45.848443] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-23T20:31:45.848737] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-23T20:31:45.848865] [INFO ] [sig       ] SMCX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:45.986821] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMCX.txt
[2025-12-23T20:31:45.986958] [INFO ] [sig       ] [2916/3557] Completed SMCX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:45.986999] [INFO ] [sig       ] [2917/3557] Forecasting SMFG...
[2025-12-23T20:31:45.987027] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-23T20:31:45.987056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-23T20:31:45.998829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-23T20:31:45.999141] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-23T20:31:46.003506] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-23T20:31:46.003590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:46.003626] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:46.003655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:46.003712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:46.060272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:46.060931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:46.061030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:46.061081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:46.187650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:46.187809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:46.187851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:46.187882] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:46.191289] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-23T20:31:46.191570] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-23T20:31:46.191719] [INFO ] [sig       ] SMFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:46.329788] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMFG.txt
[2025-12-23T20:31:46.329914] [INFO ] [sig       ] [2917/3557] Completed SMFG in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:46.329963] [INFO ] [sig       ] [2918/3557] Forecasting SMH...
[2025-12-23T20:31:46.329994] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-23T20:31:46.330027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-23T20:31:46.341865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-23T20:31:46.342163] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-23T20:31:46.342950] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-23T20:31:46.343008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:46.343041] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:46.343068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:46.343127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:46.403163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:46.404052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:46.404134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:46.404168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:46.539366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:46.539531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:46.539589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:46.539622] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:46.542993] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-23T20:31:46.543266] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-23T20:31:46.543389] [INFO ] [sig       ] SMH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:46.680700] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMH.txt
[2025-12-23T20:31:46.680832] [INFO ] [sig       ] [2918/3557] Completed SMH in 0.4s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:46.680870] [INFO ] [sig       ] [2919/3557] Forecasting SMHI...
[2025-12-23T20:31:46.680900] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-23T20:31:46.680929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-23T20:31:46.691772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-23T20:31:46.692060] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-23T20:31:46.692832] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-23T20:31:46.692885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:46.692916] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:46.692943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:46.693009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:46.747900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:46.748512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:46.748609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:46.748643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:46.862848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:46.863055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:46.863097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:46.863125] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:46.866756] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-12-23T20:31:46.867029] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-23T20:31:46.867153] [INFO ] [sig       ] SMHI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:47.004732] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMHI.txt
[2025-12-23T20:31:47.004870] [INFO ] [sig       ] [2919/3557] Completed SMHI in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-23T20:31:47.004909] [INFO ] [sig       ] [2920/3557] Forecasting SMHX...
[2025-12-23T20:31:47.004940] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-23T20:31:47.004969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-23T20:31:47.016221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-23T20:31:47.016518] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-23T20:31:47.017288] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-23T20:31:47.017340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:47.017372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:47.017398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:47.017457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:47.073405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:47.074061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:47.074141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:47.074174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:47.192384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:47.192553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:47.192612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:47.192642] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:47.195942] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-23T20:31:47.196208] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-23T20:31:47.196328] [INFO ] [sig       ] SMHX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:47.333384] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMHX.txt
[2025-12-23T20:31:47.333505] [INFO ] [sig       ] [2920/3557] Completed SMHX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:47.333545] [INFO ] [sig       ] [2921/3557] Forecasting SMID...
[2025-12-23T20:31:47.333597] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-23T20:31:47.333630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-23T20:31:47.344201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-23T20:31:47.344512] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-23T20:31:47.345293] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-23T20:31:47.345345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:47.345377] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:47.345403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:47.345458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:47.400663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:47.401263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:47.401339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:47.401369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:47.506669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:47.506807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:47.506846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:47.506874] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:47.510150] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-23T20:31:47.510414] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-23T20:31:47.510547] [INFO ] [sig       ] SMID: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:47.653658] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMID.txt
[2025-12-23T20:31:47.653795] [INFO ] [sig       ] [2921/3557] Completed SMID in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:47.653837] [INFO ] [sig       ] [2922/3557] Forecasting SMPL...
[2025-12-23T20:31:47.653865] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-23T20:31:47.653894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-23T20:31:47.665681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-23T20:31:47.666072] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-23T20:31:47.666867] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-23T20:31:47.666920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:47.666951] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:47.666977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:47.667032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:47.723032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:47.723691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:47.723792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:47.723836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:47.842977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:47.843132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:47.843172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:47.843201] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:47.846551] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-12-23T20:31:47.846833] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-23T20:31:47.846955] [INFO ] [sig       ] SMPL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:47.984299] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMPL.txt
[2025-12-23T20:31:47.984423] [INFO ] [sig       ] [2922/3557] Completed SMPL in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:47.984486] [INFO ] [sig       ] [2923/3557] Forecasting SMTC...
[2025-12-23T20:31:47.984517] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-23T20:31:47.984553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-23T20:31:47.995882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-23T20:31:47.996173] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-23T20:31:47.996942] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-23T20:31:47.996994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:47.997025] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:47.997051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:47.997106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:48.052671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:48.053280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:48.053354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:48.053385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:48.168856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:48.169008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:48.169049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:48.169077] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:48.172441] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-23T20:31:48.172757] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-23T20:31:48.172889] [INFO ] [sig       ] SMTC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:48.310531] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMTC.txt
[2025-12-23T20:31:48.310676] [INFO ] [sig       ] [2923/3557] Completed SMTC in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:48.310716] [INFO ] [sig       ] [2924/3557] Forecasting SMTI...
[2025-12-23T20:31:48.310745] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-23T20:31:48.310773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-23T20:31:48.321817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-23T20:31:48.322101] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-23T20:31:48.322996] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-23T20:31:48.323053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:48.323084] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:48.323111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:48.323167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:48.378185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:48.378807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:48.378884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:48.378915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:48.498009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:48.498154] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:31:48.498195] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:48.498223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:48.501635] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-23T20:31:48.501904] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-23T20:31:48.502036] [INFO ] [sig       ] SMTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:48.639287] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMTI.txt
[2025-12-23T20:31:48.639415] [INFO ] [sig       ] [2924/3557] Completed SMTI in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:48.639455] [INFO ] [sig       ] [2925/3557] Forecasting SMWB...
[2025-12-23T20:31:48.639485] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-23T20:31:48.639514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-23T20:31:48.651228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-23T20:31:48.651550] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-23T20:31:48.652340] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-23T20:31:48.652394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:48.652426] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:48.652453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:48.652510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:48.709701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:48.710305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:48.710405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:48.710438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:48.830773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:48.830920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:48.830959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:48.830986] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:48.834267] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-23T20:31:48.834534] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-23T20:31:48.834675] [INFO ] [sig       ] SMWB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:48.979761] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SMWB.txt
[2025-12-23T20:31:48.979940] [INFO ] [sig       ] [2925/3557] Completed SMWB in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-23T20:31:48.980000] [INFO ] [sig       ] [2926/3557] Forecasting SMX...
[2025-12-23T20:31:48.980031] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-23T20:31:48.980061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-23T20:31:48.991616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-23T20:31:48.991923] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-23T20:31:48.992718] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-23T20:31:48.992771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:48.992803] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:48.992868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:48.992928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:49.049623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:49.050383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:49.050459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:49.050491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:49.148021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:49.148150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:49.148188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:49.148217] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:49.151464] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-23T20:31:49.151746] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-23T20:31:49.151868] [INFO ] [sig       ] SMX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:49.292798] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SMX.txt
[2025-12-23T20:31:49.292930] [INFO ] [sig       ] [2926/3557] Completed SMX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:49.292969] [INFO ] [sig       ] [2927/3557] Forecasting SN...
[2025-12-23T20:31:49.293005] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-23T20:31:49.293036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-23T20:31:49.304447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-23T20:31:49.304776] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-23T20:31:49.305528] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-23T20:31:49.305600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:49.305633] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:49.305660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:49.305715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:49.361371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:49.362016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:49.362096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:49.362127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:49.484950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:49.485094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:49.485132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:49.485161] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:49.488468] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-23T20:31:49.488752] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-23T20:31:49.488876] [INFO ] [sig       ] SN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:49.626359] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SN.txt
[2025-12-23T20:31:49.626499] [INFO ] [sig       ] [2927/3557] Completed SN in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:49.626538] [INFO ] [sig       ] [2928/3557] Forecasting SNA...
[2025-12-23T20:31:49.626567] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-23T20:31:49.626622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-23T20:31:49.637088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-23T20:31:49.637389] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-23T20:31:49.638160] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-23T20:31:49.638211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:49.638242] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:49.638269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:49.638325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:49.695878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:49.696610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:49.696690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:49.696724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:49.815990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:49.816161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:49.816203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:49.816232] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:49.819845] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-23T20:31:49.820132] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-23T20:31:49.820260] [INFO ] [sig       ] SNA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:49.966912] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNA.txt
[2025-12-23T20:31:49.967049] [INFO ] [sig       ] [2928/3557] Completed SNA in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:49.967089] [INFO ] [sig       ] [2929/3557] Forecasting SNAP...
[2025-12-23T20:31:49.967118] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-23T20:31:49.967147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-23T20:31:49.978722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-23T20:31:49.979006] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-23T20:31:49.979956] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-23T20:31:49.980010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:49.980042] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:49.980070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:49.980126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:50.040824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:50.041709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:50.041790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:50.041827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:50.165649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:50.165822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:50.165869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:50.165899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:50.169521] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-23T20:31:50.169851] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-23T20:31:50.169981] [INFO ] [sig       ] SNAP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:50.309086] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNAP.txt
[2025-12-23T20:31:50.309259] [INFO ] [sig       ] [2929/3557] Completed SNAP in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:50.309304] [INFO ] [sig       ] [2930/3557] Forecasting SNCY...
[2025-12-23T20:31:50.309343] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-23T20:31:50.309372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-23T20:31:50.321182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-23T20:31:50.321485] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-23T20:31:50.322453] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-23T20:31:50.322510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:50.322542] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:50.322586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:50.322648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:50.378382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:50.379025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:50.379103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:50.379136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:50.502018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:50.502180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:50.502223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:50.502251] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:50.505780] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-23T20:31:50.506075] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-23T20:31:50.506206] [INFO ] [sig       ] SNCY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:50.644674] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNCY.txt
[2025-12-23T20:31:50.644829] [INFO ] [sig       ] [2930/3557] Completed SNCY in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:50.644870] [INFO ] [sig       ] [2931/3557] Forecasting SND...
[2025-12-23T20:31:50.644899] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-23T20:31:50.644928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-23T20:31:50.655714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-23T20:31:50.656093] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-23T20:31:50.656885] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-23T20:31:50.656937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:50.656968] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:50.656993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:50.657047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:50.713205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:50.714100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:50.714182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:50.714216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:50.833740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:50.833896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:50.833938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:50.833968] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:50.837458] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-23T20:31:50.837799] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-23T20:31:50.837937] [INFO ] [sig       ] SND: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:50.983587] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SND.txt
[2025-12-23T20:31:50.983742] [INFO ] [sig       ] [2931/3557] Completed SND in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:50.983783] [INFO ] [sig       ] [2932/3557] Forecasting SNDL...
[2025-12-23T20:31:50.983812] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-23T20:31:50.983841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-23T20:31:50.995590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-23T20:31:50.995980] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-23T20:31:50.996765] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-23T20:31:50.996818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:50.996863] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:50.996890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:50.996945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:51.054156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:51.055054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:51.055147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:51.055181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:51.172837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:51.172995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:51.173034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:51.173062] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:51.176382] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-23T20:31:51.176670] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-23T20:31:51.176796] [INFO ] [sig       ] SNDL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:51.316744] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNDL.txt
[2025-12-23T20:31:51.316893] [INFO ] [sig       ] [2932/3557] Completed SNDL in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:51.316931] [INFO ] [sig       ] [2933/3557] Forecasting SNDX...
[2025-12-23T20:31:51.316961] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-23T20:31:51.316990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-23T20:31:51.328809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-23T20:31:51.329187] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-23T20:31:51.329966] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-23T20:31:51.330018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:51.330049] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:51.330075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:51.330131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:51.386143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:51.386938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:51.387015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:51.387047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:51.507970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:51.508132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:51.508172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:51.508199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:51.511612] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-23T20:31:51.511880] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-23T20:31:51.512001] [INFO ] [sig       ] SNDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:51.650590] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNDX.txt
[2025-12-23T20:31:51.650740] [INFO ] [sig       ] [2933/3557] Completed SNDX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:51.650780] [INFO ] [sig       ] [2934/3557] Forecasting SNES...
[2025-12-23T20:31:51.650810] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-23T20:31:51.650839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-23T20:31:51.661790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-23T20:31:51.662078] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-23T20:31:51.662856] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-23T20:31:51.662908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:51.662938] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:51.662964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:51.663018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:51.722768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:51.723772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:51.723865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:51.723900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:51.849246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:51.849409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:51.849450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:51.849478] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:51.852851] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-23T20:31:51.853138] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-23T20:31:51.853265] [INFO ] [sig       ] SNES: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:51.993788] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNES.txt
[2025-12-23T20:31:51.993967] [INFO ] [sig       ] [2934/3557] Completed SNES in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:51.994010] [INFO ] [sig       ] [2935/3557] Forecasting SNEX...
[2025-12-23T20:31:51.994039] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-23T20:31:51.994069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-23T20:31:52.005448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-23T20:31:52.005782] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-23T20:31:52.006616] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-23T20:31:52.006668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:52.006699] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:52.006725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:52.006780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:52.066544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:52.067551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:52.067658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:52.067697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:52.195803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:52.195972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:52.196017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:52.196047] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:52.200339] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-23T20:31:52.200652] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-23T20:31:52.200809] [INFO ] [sig       ] SNEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:52.345143] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNEX.txt
[2025-12-23T20:31:52.345296] [INFO ] [sig       ] [2935/3557] Completed SNEX in 0.4s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:52.345343] [INFO ] [sig       ] [2936/3557] Forecasting SNFCA...
[2025-12-23T20:31:52.345374] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-23T20:31:52.345404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-23T20:31:52.356694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-23T20:31:52.357020] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-23T20:31:52.357848] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-23T20:31:52.357901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:52.357933] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:52.357959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:52.358015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:52.413112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:52.413995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:52.414078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:52.414142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:52.536207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:52.536365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:52.536414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:52.536445] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:52.539914] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=51.67%)
[2025-12-23T20:31:52.540194] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-23T20:31:52.540319] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:52.676952] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNFCA.txt
[2025-12-23T20:31:52.677094] [INFO ] [sig       ] [2936/3557] Completed SNFCA in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-23T20:31:52.677134] [INFO ] [sig       ] [2937/3557] Forecasting SNGX...
[2025-12-23T20:31:52.677165] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-23T20:31:52.677195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-23T20:31:52.688291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-23T20:31:52.688645] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-23T20:31:52.689430] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-23T20:31:52.689483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:52.689513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:52.689538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:52.689612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:52.744746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:52.745481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:52.745562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:52.745613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:52.864385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:52.864556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:52.864624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:52.864656] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:52.868160] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-23T20:31:52.868461] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-23T20:31:52.868615] [INFO ] [sig       ] SNGX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:53.007195] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNGX.txt
[2025-12-23T20:31:53.007332] [INFO ] [sig       ] [2937/3557] Completed SNGX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:53.007371] [INFO ] [sig       ] [2938/3557] Forecasting SNN...
[2025-12-23T20:31:53.007400] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-23T20:31:53.007429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-23T20:31:53.018628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-23T20:31:53.018913] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-23T20:31:53.019740] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-23T20:31:53.019803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:53.019835] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:53.019861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:53.019914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:53.075996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:53.076615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:53.076692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:53.076724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:53.193349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:53.193500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:53.193541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:53.193596] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:53.197161] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-23T20:31:53.197506] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-23T20:31:53.197695] [INFO ] [sig       ] SNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:53.350266] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNN.txt
[2025-12-23T20:31:53.350430] [INFO ] [sig       ] [2938/3557] Completed SNN in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:53.350475] [INFO ] [sig       ] [2939/3557] Forecasting SNOA...
[2025-12-23T20:31:53.350506] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-23T20:31:53.350535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-23T20:31:53.362041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-23T20:31:53.362388] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-23T20:31:53.363171] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-23T20:31:53.363224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:53.363254] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:53.363281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:53.363336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:53.420673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:53.421542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:53.421645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:53.421680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:53.542357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:53.542522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:53.542599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:53.542633] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:53.546796] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-23T20:31:53.547154] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-23T20:31:53.547315] [INFO ] [sig       ] SNOA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:53.694653] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNOA.txt
[2025-12-23T20:31:53.694841] [INFO ] [sig       ] [2939/3557] Completed SNOA in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:53.694884] [INFO ] [sig       ] [2940/3557] Forecasting SNPS...
[2025-12-23T20:31:53.694914] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-23T20:31:53.694943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-23T20:31:53.706007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-23T20:31:53.706349] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-23T20:31:53.707125] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-23T20:31:53.707178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:53.707209] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:53.707235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:53.707291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:53.766687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:53.767543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:53.767646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:53.767681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:53.891072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:53.891231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:53.891273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:53.891302] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:53.894731] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-23T20:31:53.895039] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-23T20:31:53.895182] [INFO ] [sig       ] SNPS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:54.037110] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNPS.txt
[2025-12-23T20:31:54.037250] [INFO ] [sig       ] [2940/3557] Completed SNPS in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:54.037290] [INFO ] [sig       ] [2941/3557] Forecasting SNTI...
[2025-12-23T20:31:54.037321] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-23T20:31:54.037352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-23T20:31:54.048344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-23T20:31:54.048653] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-23T20:31:54.049441] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-23T20:31:54.049494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:54.049525] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:54.049551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:54.049633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:54.106965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:54.107670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:54.107750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:54.107782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:54.237728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:54.237894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:54.237933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:54.237962] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:54.241359] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-23T20:31:54.241654] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-23T20:31:54.241789] [INFO ] [sig       ] SNTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:54.381893] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNTI.txt
[2025-12-23T20:31:54.382029] [INFO ] [sig       ] [2941/3557] Completed SNTI in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:54.382076] [INFO ] [sig       ] [2942/3557] Forecasting SNX...
[2025-12-23T20:31:54.382107] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-23T20:31:54.382143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-23T20:31:54.393815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-23T20:31:54.394166] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-23T20:31:54.394942] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-23T20:31:54.394994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:54.395026] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:54.395052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:54.395107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:54.452588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:54.453374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:54.453481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:54.453516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:54.578826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:54.578974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:54.579013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:54.579043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:54.582537] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-12-23T20:31:54.582835] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-23T20:31:54.582965] [INFO ] [sig       ] SNX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:54.724926] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SNX.txt
[2025-12-23T20:31:54.725087] [INFO ] [sig       ] [2942/3557] Completed SNX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-23T20:31:54.725130] [INFO ] [sig       ] [2943/3557] Forecasting SNY...
[2025-12-23T20:31:54.725160] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-23T20:31:54.725193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-23T20:31:54.736650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-23T20:31:54.736992] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-23T20:31:54.737841] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-23T20:31:54.737895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:54.737995] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:54.738026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:54.738083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:54.795446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:54.796358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:54.796436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:54.796467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:54.910481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:54.910657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:54.910699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:54.910727] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:54.914123] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-23T20:31:54.914401] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-23T20:31:54.914527] [INFO ] [sig       ] SNY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:55.057468] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SNY.txt
[2025-12-23T20:31:55.057666] [INFO ] [sig       ] [2943/3557] Completed SNY in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:55.057733] [INFO ] [sig       ] [2944/3557] Forecasting SO...
[2025-12-23T20:31:55.057770] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-23T20:31:55.057809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-23T20:31:55.070007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-23T20:31:55.070356] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-23T20:31:55.071277] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-23T20:31:55.071331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:55.071369] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:55.071398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:55.071461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:55.129276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:55.130156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:55.130286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:55.130321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:55.252107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:55.252265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:55.252307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:55.252336] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:55.255789] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-23T20:31:55.256071] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-23T20:31:55.256192] [INFO ] [sig       ] SO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:55.394974] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SO.txt
[2025-12-23T20:31:55.395107] [INFO ] [sig       ] [2944/3557] Completed SO in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:55.395147] [INFO ] [sig       ] [2945/3557] Forecasting SOCL...
[2025-12-23T20:31:55.395176] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-23T20:31:55.395205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-23T20:31:55.406125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-23T20:31:55.406509] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-23T20:31:55.407343] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-23T20:31:55.407398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:55.407431] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:55.407457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:55.407513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:55.464649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:55.465443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:55.465526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:55.465557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:55.568403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:55.568562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:55.568622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:55.568649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:55.572030] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=50.79%)
[2025-12-23T20:31:55.572302] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-23T20:31:55.572428] [INFO ] [sig       ] SOCL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:55.712704] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SOCL.txt
[2025-12-23T20:31:55.712849] [INFO ] [sig       ] [2945/3557] Completed SOCL in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:55.712894] [INFO ] [sig       ] [2946/3557] Forecasting SOFI...
[2025-12-23T20:31:55.712934] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-23T20:31:55.712975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-23T20:31:55.724500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-23T20:31:55.724855] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-23T20:31:55.725716] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-23T20:31:55.725770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:55.725802] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:55.725827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:55.725883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:55.781275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:55.781950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:55.782027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:55.782060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:55.902248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:55.902387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:55.902425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:55.902453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:55.905940] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-23T20:31:55.906213] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-23T20:31:55.906340] [INFO ] [sig       ] SOFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:56.043195] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOFI.txt
[2025-12-23T20:31:56.043349] [INFO ] [sig       ] [2946/3557] Completed SOFI in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:56.043390] [INFO ] [sig       ] [2947/3557] Forecasting SOGP...
[2025-12-23T20:31:56.043426] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-23T20:31:56.043457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-23T20:31:56.054302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-23T20:31:56.054606] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-23T20:31:56.055357] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-23T20:31:56.055409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:56.055440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:56.055466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:56.055522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:56.111151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:56.111867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:56.111944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:56.111976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:56.221017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:56.221173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:56.221212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:56.221240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:56.224555] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-23T20:31:56.224863] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-23T20:31:56.224985] [INFO ] [sig       ] SOGP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:56.366180] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOGP.txt
[2025-12-23T20:31:56.366377] [INFO ] [sig       ] [2947/3557] Completed SOGP in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:56.366430] [INFO ] [sig       ] [2948/3557] Forecasting SOJC...
[2025-12-23T20:31:56.366462] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-23T20:31:56.366494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-23T20:31:56.377195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-23T20:31:56.377477] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-23T20:31:56.378279] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-23T20:31:56.378332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:56.378364] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:56.378390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:56.378446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:56.446821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:56.447717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:56.447817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:56.447850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:56.565021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:56.565160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:56.565201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:56.565228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:56.568509] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-23T20:31:56.568796] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-23T20:31:56.568920] [INFO ] [sig       ] SOJC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:56.706548] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SOJC.txt
[2025-12-23T20:31:56.706695] [INFO ] [sig       ] [2948/3557] Completed SOJC in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:56.706734] [INFO ] [sig       ] [2949/3557] Forecasting SOJD...
[2025-12-23T20:31:56.706762] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-23T20:31:56.706791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-23T20:31:56.717967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-23T20:31:56.718260] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-23T20:31:56.719065] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-23T20:31:56.719117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:56.719148] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:56.719202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:56.719259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:56.775857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:56.776689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:56.776769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:56.776802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:56.894052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:56.894197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:56.894241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:56.894270] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:56.897626] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-23T20:31:56.897898] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-23T20:31:56.898021] [INFO ] [sig       ] SOJD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:57.036791] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOJD.txt
[2025-12-23T20:31:57.036917] [INFO ] [sig       ] [2949/3557] Completed SOJD in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:57.036957] [INFO ] [sig       ] [2950/3557] Forecasting SOJE...
[2025-12-23T20:31:57.036987] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-23T20:31:57.037016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-23T20:31:57.047767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-23T20:31:57.048047] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-23T20:31:57.048817] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-23T20:31:57.048869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:57.048901] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:57.048927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:57.048982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:57.105849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:57.106554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:57.106650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:57.106683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:57.225264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:57.225408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:57.225458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:57.225509] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:57.228966] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-23T20:31:57.229248] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-23T20:31:57.229376] [INFO ] [sig       ] SOJE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:57.368688] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SOJE.txt
[2025-12-23T20:31:57.368827] [INFO ] [sig       ] [2950/3557] Completed SOJE in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:57.368867] [INFO ] [sig       ] [2951/3557] Forecasting SON...
[2025-12-23T20:31:57.368897] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-23T20:31:57.368927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-23T20:31:57.380636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-23T20:31:57.380918] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-23T20:31:57.381690] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-23T20:31:57.381746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:57.381777] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:57.381804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:57.381860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:57.437497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:57.438210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:57.438286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:57.438318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:57.554920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:57.555069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:57.555107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:57.555139] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:57.558463] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-23T20:31:57.558750] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-23T20:31:57.558873] [INFO ] [sig       ] SON: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:57.697985] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SON.txt
[2025-12-23T20:31:57.698120] [INFO ] [sig       ] [2951/3557] Completed SON in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:57.698160] [INFO ] [sig       ] [2952/3557] Forecasting SONO...
[2025-12-23T20:31:57.698189] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-23T20:31:57.698218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-23T20:31:57.709392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-23T20:31:57.709724] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-23T20:31:57.710478] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-23T20:31:57.710530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:57.710561] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:57.710608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:57.710665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:57.766873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:57.767483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:57.767558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:57.767629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:57.888262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:57.888408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:57.888446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:57.888474] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:57.891837] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-23T20:31:57.892107] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-23T20:31:57.892228] [INFO ] [sig       ] SONO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:58.033307] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SONO.txt
[2025-12-23T20:31:58.033471] [INFO ] [sig       ] [2952/3557] Completed SONO in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:58.033513] [INFO ] [sig       ] [2953/3557] Forecasting SOPA...
[2025-12-23T20:31:58.033542] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-23T20:31:58.033588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-23T20:31:58.044374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-23T20:31:58.044676] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-23T20:31:58.045424] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-23T20:31:58.045475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:58.045507] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:58.045535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:58.045609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:58.103676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:58.104711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:58.104911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:58.104953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:58.230957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:58.231110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:58.231151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:58.231180] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:58.234664] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-23T20:31:58.234940] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-23T20:31:58.235065] [INFO ] [sig       ] SOPA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:58.373973] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOPA.txt
[2025-12-23T20:31:58.374104] [INFO ] [sig       ] [2953/3557] Completed SOPA in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:58.374145] [INFO ] [sig       ] [2954/3557] Forecasting SOPH...
[2025-12-23T20:31:58.374175] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-23T20:31:58.374203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-23T20:31:58.385007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-23T20:31:58.385293] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-23T20:31:58.386081] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-23T20:31:58.386135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:58.386167] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:58.386206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:58.386265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:58.443526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:58.444226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:58.444302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:58.444335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:58.561780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:58.561915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:58.561956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:58.561985] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:58.565399] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-23T20:31:58.565696] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-23T20:31:58.565856] [INFO ] [sig       ] SOPH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:58.705948] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOPH.txt
[2025-12-23T20:31:58.706108] [INFO ] [sig       ] [2954/3557] Completed SOPH in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-23T20:31:58.706152] [INFO ] [sig       ] [2955/3557] Forecasting SOUN...
[2025-12-23T20:31:58.706182] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-23T20:31:58.706213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-23T20:31:58.717202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-23T20:31:58.717507] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-23T20:31:58.718298] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-23T20:31:58.718353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:58.718386] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:58.718413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:58.718469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:58.778908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:58.779782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:58.779860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:58.779894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:58.896798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:58.896944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:58.896984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:58.897013] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:58.900370] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-23T20:31:58.900655] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-23T20:31:58.900804] [INFO ] [sig       ] SOUN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:59.041619] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOUN.txt
[2025-12-23T20:31:59.041759] [INFO ] [sig       ] [2955/3557] Completed SOUN in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:31:59.041797] [INFO ] [sig       ] [2956/3557] Forecasting SOXQ...
[2025-12-23T20:31:59.041826] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-23T20:31:59.041855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-23T20:31:59.053017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-23T20:31:59.053315] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-23T20:31:59.054125] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-23T20:31:59.054177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:59.054209] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:59.054235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:59.054289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:59.111585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:59.112292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:59.112371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:59.112404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:59.236001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:59.236153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:59.236192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:59.236222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:59.239534] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-23T20:31:59.239817] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-23T20:31:59.239940] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:31:59.378671] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SOXQ.txt
[2025-12-23T20:31:59.378825] [INFO ] [sig       ] [2956/3557] Completed SOXQ in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:31:59.378874] [INFO ] [sig       ] [2957/3557] Forecasting SOXX...
[2025-12-23T20:31:59.378905] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-23T20:31:59.378935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-23T20:31:59.390068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-23T20:31:59.390356] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-23T20:31:59.391123] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-23T20:31:59.391175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:59.391206] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:59.391232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:59.391287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:59.448363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:59.449034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:59.449110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:59.449143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:59.571416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:59.571588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:59.571629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:59.571659] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:59.575120] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-12-23T20:31:59.575393] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-23T20:31:59.575515] [INFO ] [sig       ] SOXX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:31:59.717555] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SOXX.txt
[2025-12-23T20:31:59.717717] [INFO ] [sig       ] [2957/3557] Completed SOXX in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:31:59.717758] [INFO ] [sig       ] [2958/3557] Forecasting SPAI...
[2025-12-23T20:31:59.717791] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-23T20:31:59.717826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-23T20:31:59.729122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-23T20:31:59.729455] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-23T20:31:59.730283] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-23T20:31:59.730342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:31:59.730378] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:31:59.730405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:31:59.730460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:31:59.786631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:31:59.787296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:31:59.787378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:31:59.787409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:31:59.902616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:31:59.902769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:31:59.902809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:31:59.902838] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:31:59.906147] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-23T20:31:59.906413] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-23T20:31:59.906536] [INFO ] [sig       ] SPAI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:00.045845] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPAI.txt
[2025-12-23T20:32:00.045988] [INFO ] [sig       ] [2958/3557] Completed SPAI in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:32:00.046027] [INFO ] [sig       ] [2959/3557] Forecasting SPB...
[2025-12-23T20:32:00.046057] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-23T20:32:00.046086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-23T20:32:00.056811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-23T20:32:00.057085] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-23T20:32:00.057944] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-23T20:32:00.057997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:00.058034] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:00.058073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:00.058133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:00.114270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:00.115081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:00.115159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:00.115191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:00.238323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:00.238444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:00.238484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:00.238514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:00.242157] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-23T20:32:00.242492] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-23T20:32:00.242659] [INFO ] [sig       ] SPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:00.403123] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPB.txt
[2025-12-23T20:32:00.403284] [INFO ] [sig       ] [2959/3557] Completed SPB in 0.4s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:32:00.403325] [INFO ] [sig       ] [2960/3557] Forecasting SPCB...
[2025-12-23T20:32:00.403358] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-23T20:32:00.403386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-23T20:32:00.421090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-23T20:32:00.421436] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-23T20:32:00.422257] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-23T20:32:00.422310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:00.422368] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:00.422396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:00.422452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:00.482875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:00.483745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:00.483840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:00.483876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:00.608289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:00.608428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:00.608468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:00.608496] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:00.612338] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-12-23T20:32:00.612674] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-23T20:32:00.612813] [INFO ] [sig       ] SPCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:00.756708] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPCB.txt
[2025-12-23T20:32:00.756863] [INFO ] [sig       ] [2960/3557] Completed SPCB in 0.4s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-23T20:32:00.756904] [INFO ] [sig       ] [2961/3557] Forecasting SPCE...
[2025-12-23T20:32:00.756932] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-23T20:32:00.756961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-23T20:32:00.768222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-23T20:32:00.768564] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-23T20:32:00.769447] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-23T20:32:00.769504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:00.769540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:00.769596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:00.769660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:00.827379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:00.828233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:00.828312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:00.828345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:00.946666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:00.946818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:00.946859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:00.946888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:00.950425] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-23T20:32:00.950720] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-23T20:32:00.950847] [INFO ] [sig       ] SPCE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:01.092217] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPCE.txt
[2025-12-23T20:32:01.092374] [INFO ] [sig       ] [2961/3557] Completed SPCE in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:01.092415] [INFO ] [sig       ] [2962/3557] Forecasting SPE...
[2025-12-23T20:32:01.092445] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-23T20:32:01.092474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-23T20:32:01.103713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-23T20:32:01.104012] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-23T20:32:01.104791] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-23T20:32:01.104843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:01.104875] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:01.104901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:01.104955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:01.163393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:01.164224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:01.164309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:01.164342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:01.278872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:01.279031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:01.279070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:01.279099] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:01.282457] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-23T20:32:01.282744] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-23T20:32:01.282864] [INFO ] [sig       ] SPE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:01.421239] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPE.txt
[2025-12-23T20:32:01.421379] [INFO ] [sig       ] [2962/3557] Completed SPE in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:01.421419] [INFO ] [sig       ] [2963/3557] Forecasting SPFI...
[2025-12-23T20:32:01.421450] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-23T20:32:01.421482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-23T20:32:01.432714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-23T20:32:01.433016] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-23T20:32:01.433790] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-23T20:32:01.433843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:01.433873] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:01.433900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:01.433955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:01.493337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:01.494187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:01.494267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:01.494300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:01.609603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:01.609759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:01.609804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:01.609876] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:01.613262] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-23T20:32:01.613531] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-23T20:32:01.613673] [INFO ] [sig       ] SPFI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:01.755810] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPFI.txt
[2025-12-23T20:32:01.755976] [INFO ] [sig       ] [2963/3557] Completed SPFI in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:01.756018] [INFO ] [sig       ] [2964/3557] Forecasting SPG...
[2025-12-23T20:32:01.756048] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-23T20:32:01.756079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-23T20:32:01.767468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-23T20:32:01.767810] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-23T20:32:01.768807] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-23T20:32:01.768860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:01.768892] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:01.768919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:01.768974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:01.825096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:01.825920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:01.826183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:01.826215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:01.947448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:01.947623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:01.947663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:01.947693] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:01.951146] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=51.15%)
[2025-12-23T20:32:01.951455] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-23T20:32:01.951621] [INFO ] [sig       ] SPG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:02.093265] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPG.txt
[2025-12-23T20:32:02.093426] [INFO ] [sig       ] [2964/3557] Completed SPG in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:02.093467] [INFO ] [sig       ] [2965/3557] Forecasting SPGI...
[2025-12-23T20:32:02.093496] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-23T20:32:02.093527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-23T20:32:02.105781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-23T20:32:02.106139] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-23T20:32:02.106934] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-23T20:32:02.106986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:02.107017] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:02.107043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:02.107112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:02.162841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:02.163688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:02.163767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:02.163801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:02.285282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:02.285476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:02.285522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:02.285554] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:02.289135] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-23T20:32:02.289521] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-23T20:32:02.289695] [INFO ] [sig       ] SPGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:02.428138] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPGI.txt
[2025-12-23T20:32:02.428298] [INFO ] [sig       ] [2965/3557] Completed SPGI in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:02.428339] [INFO ] [sig       ] [2966/3557] Forecasting SPH...
[2025-12-23T20:32:02.428368] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-23T20:32:02.428398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-23T20:32:02.443937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-23T20:32:02.444676] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-23T20:32:02.446024] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-23T20:32:02.446103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:02.446138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:02.446167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:02.446229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:02.507373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:02.508746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:02.508856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:02.508890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:02.630344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:02.630613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:02.630665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:02.630696] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:02.635010] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-23T20:32:02.635432] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-23T20:32:02.635608] [INFO ] [sig       ] SPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:02.783484] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPH.txt
[2025-12-23T20:32:02.783731] [INFO ] [sig       ] [2966/3557] Completed SPH in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:02.783780] [INFO ] [sig       ] [2967/3557] Forecasting SPOK...
[2025-12-23T20:32:02.783809] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-23T20:32:02.783840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-23T20:32:02.797884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-23T20:32:02.798483] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-23T20:32:02.799506] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-23T20:32:02.799606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:02.799654] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:02.799684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:02.799744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:02.858290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:02.859456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:02.859557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:02.859611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:02.980616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:02.980844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:02.980889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:02.980922] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:02.984979] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=72.66%)
[2025-12-23T20:32:02.985302] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-23T20:32:02.985441] [INFO ] [sig       ] SPOK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:03.132039] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPOK.txt
[2025-12-23T20:32:03.132207] [INFO ] [sig       ] [2967/3557] Completed SPOK in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:03.132249] [INFO ] [sig       ] [2968/3557] Forecasting SPRC...
[2025-12-23T20:32:03.132279] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-23T20:32:03.132308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-23T20:32:03.144218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-23T20:32:03.144517] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-23T20:32:03.145331] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-23T20:32:03.145385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:03.145417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:03.145444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:03.145500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:03.202074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:03.202862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:03.202945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:03.202979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:03.319548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:03.319731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:03.319773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:03.319801] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:03.323257] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-23T20:32:03.323548] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-23T20:32:03.323713] [INFO ] [sig       ] SPRC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:03.464904] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPRC.txt
[2025-12-23T20:32:03.465064] [INFO ] [sig       ] [2968/3557] Completed SPRC in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:03.465106] [INFO ] [sig       ] [2969/3557] Forecasting SPRO...
[2025-12-23T20:32:03.465136] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-23T20:32:03.465165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-23T20:32:03.477152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-23T20:32:03.477458] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-23T20:32:03.478254] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-23T20:32:03.478307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:03.478338] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:03.478364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:03.478419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:03.535727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:03.536443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:03.536524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:03.536558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:03.665136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:03.665339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:03.665392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:03.665426] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:03.669090] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-23T20:32:03.669402] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-23T20:32:03.669530] [INFO ] [sig       ] SPRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:03.806996] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPRO.txt
[2025-12-23T20:32:03.807130] [INFO ] [sig       ] [2969/3557] Completed SPRO in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:03.807169] [INFO ] [sig       ] [2970/3557] Forecasting SPRX...
[2025-12-23T20:32:03.807200] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-23T20:32:03.807229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-23T20:32:03.819395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-23T20:32:03.819748] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-23T20:32:03.820591] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-23T20:32:03.820646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:03.820679] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:03.820706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:03.820764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:03.878366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:03.879321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:03.879441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:03.879473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:03.996270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:03.996435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:03.996477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:03.996505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:04.000111] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-23T20:32:04.000392] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-23T20:32:04.000522] [INFO ] [sig       ] SPRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:04.138587] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPRX.txt
[2025-12-23T20:32:04.138755] [INFO ] [sig       ] [2970/3557] Completed SPRX in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:04.138798] [INFO ] [sig       ] [2971/3557] Forecasting SPRY...
[2025-12-23T20:32:04.138828] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-23T20:32:04.138858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-23T20:32:04.151301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-23T20:32:04.151632] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-23T20:32:04.152398] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-23T20:32:04.152450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:04.152482] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:04.152508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:04.152565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:04.209290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:04.210168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:04.210253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:04.210286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:04.331533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:04.331714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:04.331759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:04.331788] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:04.335176] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-23T20:32:04.335452] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-23T20:32:04.335624] [INFO ] [sig       ] SPRY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:04.476021] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPRY.txt
[2025-12-23T20:32:04.476174] [INFO ] [sig       ] [2971/3557] Completed SPRY in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-23T20:32:04.476216] [INFO ] [sig       ] [2972/3557] Forecasting SPSC...
[2025-12-23T20:32:04.476246] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-23T20:32:04.476275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-23T20:32:04.489013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-23T20:32:04.489380] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-23T20:32:04.490158] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-23T20:32:04.490212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:04.490244] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:04.490270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:04.490326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:04.546130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:04.546781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:04.546860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:04.546897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:04.663966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:04.664140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:04.664182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:04.664211] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:04.667639] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-23T20:32:04.667937] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-23T20:32:04.668065] [INFO ] [sig       ] SPSC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:04.807281] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPSC.txt
[2025-12-23T20:32:04.807408] [INFO ] [sig       ] [2972/3557] Completed SPSC in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:04.807446] [INFO ] [sig       ] [2973/3557] Forecasting SPWH...
[2025-12-23T20:32:04.807474] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-23T20:32:04.807503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-23T20:32:04.819471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-23T20:32:04.819814] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-23T20:32:04.820605] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-23T20:32:04.820660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:04.820693] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:04.820721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:04.820778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:04.877691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:04.878534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:04.878633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:04.878666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:04.999848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:05.000010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:05.000052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:05.000084] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:05.003504] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-23T20:32:05.003793] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-23T20:32:05.003917] [INFO ] [sig       ] SPWH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:05.142273] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPWH.txt
[2025-12-23T20:32:05.142441] [INFO ] [sig       ] [2973/3557] Completed SPWH in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:05.142483] [INFO ] [sig       ] [2974/3557] Forecasting SPXC...
[2025-12-23T20:32:05.142513] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-23T20:32:05.142542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-23T20:32:05.154878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-23T20:32:05.155215] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-23T20:32:05.156011] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-23T20:32:05.156065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:05.156097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:05.156124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:05.156180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:05.216471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:05.217551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:05.217654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:05.217689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:05.340920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:05.341097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:05.341139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:05.341168] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:05.344541] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-23T20:32:05.344831] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-23T20:32:05.344959] [INFO ] [sig       ] SPXC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:05.482294] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SPXC.txt
[2025-12-23T20:32:05.482438] [INFO ] [sig       ] [2974/3557] Completed SPXC in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:05.482478] [INFO ] [sig       ] [2975/3557] Forecasting SPXX...
[2025-12-23T20:32:05.482508] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-23T20:32:05.482538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-23T20:32:05.494538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-23T20:32:05.494835] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-23T20:32:05.495628] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-23T20:32:05.495682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:05.495713] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:05.495740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:05.495795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:05.551648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:05.552292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:05.552370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:05.552401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:05.669251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:05.669386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:05.669424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:05.669452] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:05.672705] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-23T20:32:05.672991] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-23T20:32:05.673118] [INFO ] [sig       ] SPXX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:05.813179] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SPXX.txt
[2025-12-23T20:32:05.813311] [INFO ] [sig       ] [2975/3557] Completed SPXX in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:05.813352] [INFO ] [sig       ] [2976/3557] Forecasting SQM...
[2025-12-23T20:32:05.813381] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-23T20:32:05.813410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-23T20:32:05.824905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-23T20:32:05.825172] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-23T20:32:05.825937] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-23T20:32:05.825989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:05.826021] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:05.826048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:05.826103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:05.881933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:05.882526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:05.882619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:05.882653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:06.005919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:06.006075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:06.006114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:06.006142] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:06.009538] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=25.29%)
[2025-12-23T20:32:06.009830] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-23T20:32:06.009958] [INFO ] [sig       ] SQM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:06.147967] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SQM.txt
[2025-12-23T20:32:06.148100] [INFO ] [sig       ] [2976/3557] Completed SQM in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:06.148140] [INFO ] [sig       ] [2977/3557] Forecasting SQNS...
[2025-12-23T20:32:06.148169] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-23T20:32:06.148197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-23T20:32:06.160312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-23T20:32:06.160781] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-23T20:32:06.161653] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-23T20:32:06.161708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:06.161773] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:06.161803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:06.161861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:06.220397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:06.221406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:06.221500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:06.221535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:06.338563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:06.338748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:06.338789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:06.338820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:06.342341] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-23T20:32:06.342663] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-23T20:32:06.342801] [INFO ] [sig       ] SQNS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:06.484765] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SQNS.txt
[2025-12-23T20:32:06.484944] [INFO ] [sig       ] [2977/3557] Completed SQNS in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:06.485013] [INFO ] [sig       ] [2978/3557] Forecasting SQQQ...
[2025-12-23T20:32:06.485053] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-23T20:32:06.485086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-23T20:32:06.497236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-23T20:32:06.497627] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-23T20:32:06.498447] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-23T20:32:06.498503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:06.498551] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:06.498599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:06.498662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:06.558664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:06.559540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:06.559644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:06.559678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:06.680704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:06.680868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:06.680908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:06.680938] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:06.684361] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-12-23T20:32:06.684682] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-23T20:32:06.684816] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:06.825084] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SQQQ.txt
[2025-12-23T20:32:06.825242] [INFO ] [sig       ] [2978/3557] Completed SQQQ in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-23T20:32:06.825283] [INFO ] [sig       ] [2979/3557] Forecasting SRAD...
[2025-12-23T20:32:06.825312] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-23T20:32:06.825341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-23T20:32:06.836882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-23T20:32:06.837192] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-23T20:32:06.837961] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-23T20:32:06.838014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:06.838046] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:06.838072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:06.838128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:06.896307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:06.896993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:06.897072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:06.897106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:07.014238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:07.014406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:07.014446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:07.014475] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:07.017986] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-23T20:32:07.018289] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-23T20:32:07.018432] [INFO ] [sig       ] SRAD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:07.158770] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SRAD.txt
[2025-12-23T20:32:07.158918] [INFO ] [sig       ] [2979/3557] Completed SRAD in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:07.158960] [INFO ] [sig       ] [2980/3557] Forecasting SRBK...
[2025-12-23T20:32:07.158989] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-23T20:32:07.159020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-23T20:32:07.169994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-23T20:32:07.170258] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-23T20:32:07.171054] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-23T20:32:07.171107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:07.171138] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:07.171164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:07.171220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:07.227855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:07.228598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:07.228678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:07.228712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:07.343641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:07.343801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:07.343841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:07.343905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:07.347281] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-23T20:32:07.347558] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-23T20:32:07.347712] [INFO ] [sig       ] SRBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:07.485428] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SRBK.txt
[2025-12-23T20:32:07.485565] [INFO ] [sig       ] [2980/3557] Completed SRBK in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:07.485623] [INFO ] [sig       ] [2981/3557] Forecasting SRCE...
[2025-12-23T20:32:07.485653] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-23T20:32:07.485682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-23T20:32:07.496805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-23T20:32:07.497104] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-23T20:32:07.497874] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-23T20:32:07.497927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:07.497958] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:07.497985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:07.498040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:07.557266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:07.558119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:07.558195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:07.558227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:07.672104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:07.672259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:07.672299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:07.672328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:07.675666] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-23T20:32:07.675932] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-23T20:32:07.676055] [INFO ] [sig       ] SRCE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:07.814420] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SRCE.txt
[2025-12-23T20:32:07.814556] [INFO ] [sig       ] [2981/3557] Completed SRCE in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:07.814621] [INFO ] [sig       ] [2982/3557] Forecasting SRE...
[2025-12-23T20:32:07.814652] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-23T20:32:07.814682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-23T20:32:07.825664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-23T20:32:07.825967] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-23T20:32:07.826744] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-23T20:32:07.826797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:07.826828] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:07.826854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:07.826911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:07.882354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:07.883064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:07.883141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:07.883173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:07.999253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:07.999415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:07.999457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:07.999486] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:08.002943] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-23T20:32:08.003264] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-23T20:32:08.003402] [INFO ] [sig       ] SRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:08.141536] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SRE.txt
[2025-12-23T20:32:08.141703] [INFO ] [sig       ] [2982/3557] Completed SRE in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:08.141744] [INFO ] [sig       ] [2983/3557] Forecasting SREA...
[2025-12-23T20:32:08.141774] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-23T20:32:08.141805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-23T20:32:08.152787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-23T20:32:08.153125] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-23T20:32:08.153904] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-23T20:32:08.153961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:08.153992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:08.154019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:08.154074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:08.211586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:08.212385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:08.212465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:08.212499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:08.330875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:08.331045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:08.331085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:08.331115] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:08.334540] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=59.43%)
[2025-12-23T20:32:08.334840] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-23T20:32:08.335027] [INFO ] [sig       ] SREA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:08.477310] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SREA.txt
[2025-12-23T20:32:08.477469] [INFO ] [sig       ] [2983/3557] Completed SREA in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:08.477510] [INFO ] [sig       ] [2984/3557] Forecasting SRFM...
[2025-12-23T20:32:08.477540] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-23T20:32:08.477584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-23T20:32:08.488604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-23T20:32:08.488898] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-23T20:32:08.489708] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-23T20:32:08.489761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:08.489793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:08.489820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:08.489876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:08.547888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:08.548932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:08.549034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:08.549069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:08.676054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:08.676229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:08.676269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:08.676297] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:08.679786] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-12-23T20:32:08.680068] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-23T20:32:08.680193] [INFO ] [sig       ] SRFM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:08.816847] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SRFM.txt
[2025-12-23T20:32:08.816978] [INFO ] [sig       ] [2984/3557] Completed SRFM in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:08.817017] [INFO ] [sig       ] [2985/3557] Forecasting SRG...
[2025-12-23T20:32:08.817046] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-23T20:32:08.817074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-23T20:32:08.829980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-23T20:32:08.830402] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-23T20:32:08.831280] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-23T20:32:08.831338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:08.831372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:08.831401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:08.831474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:08.889625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:08.890533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:08.890635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:08.890668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:09.010657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:09.010825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:09.010887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:09.010919] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:09.014425] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-23T20:32:09.014729] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-23T20:32:09.014860] [INFO ] [sig       ] SRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:09.156595] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SRG.txt
[2025-12-23T20:32:09.156760] [INFO ] [sig       ] [2985/3557] Completed SRG in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:09.156803] [INFO ] [sig       ] [2986/3557] Forecasting SRI...
[2025-12-23T20:32:09.156832] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-23T20:32:09.156862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-23T20:32:09.168030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-23T20:32:09.168386] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-23T20:32:09.169200] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-23T20:32:09.169255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:09.169288] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:09.169314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:09.169370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:09.225975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:09.226852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:09.226935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:09.226969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:09.346620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:09.346781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:09.346822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:09.346851] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:09.350365] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-23T20:32:09.350679] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-23T20:32:09.350811] [INFO ] [sig       ] SRI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:09.502159] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SRI.txt
[2025-12-23T20:32:09.502321] [INFO ] [sig       ] [2986/3557] Completed SRI in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:09.502362] [INFO ] [sig       ] [2987/3557] Forecasting SRRK...
[2025-12-23T20:32:09.502391] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-23T20:32:09.502421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-23T20:32:09.514054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-23T20:32:09.514430] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-23T20:32:09.515264] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-23T20:32:09.515318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:09.515350] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:09.515378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:09.515435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:09.573309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:09.574211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:09.574337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:09.574371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:09.698841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:09.699004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:09.699048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:09.699079] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:09.702562] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-23T20:32:09.702882] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-23T20:32:09.703022] [INFO ] [sig       ] SRRK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:09.849285] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SRRK.txt
[2025-12-23T20:32:09.849432] [INFO ] [sig       ] [2987/3557] Completed SRRK in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:09.849475] [INFO ] [sig       ] [2988/3557] Forecasting SRTS...
[2025-12-23T20:32:09.849508] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-23T20:32:09.849540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-23T20:32:09.861565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-23T20:32:09.861902] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-23T20:32:09.862700] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-23T20:32:09.862755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:09.862788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:09.862816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:09.862874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:09.920826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:09.921548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:09.921648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:09.921683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:10.044668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:10.044826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:10.044868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:10.044896] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:10.048378] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-23T20:32:10.048673] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-23T20:32:10.048802] [INFO ] [sig       ] SRTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:10.201610] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SRTS.txt
[2025-12-23T20:32:10.201745] [INFO ] [sig       ] [2988/3557] Completed SRTS in 0.4s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:10.201785] [INFO ] [sig       ] [2989/3557] Forecasting SSB...
[2025-12-23T20:32:10.201813] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-23T20:32:10.201842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-23T20:32:10.212959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-23T20:32:10.213258] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-23T20:32:10.214035] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-23T20:32:10.214087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:10.214132] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:10.214159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:10.214214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:10.274127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:10.274949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:10.275028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:10.275062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:10.397184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:10.397340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:10.397386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:10.397448] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:10.400879] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-23T20:32:10.401152] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-23T20:32:10.401278] [INFO ] [sig       ] SSB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:10.545204] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SSB.txt
[2025-12-23T20:32:10.545356] [INFO ] [sig       ] [2989/3557] Completed SSB in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-23T20:32:10.545403] [INFO ] [sig       ] [2990/3557] Forecasting SSD...
[2025-12-23T20:32:10.545435] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-23T20:32:10.545466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-23T20:32:10.557913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-23T20:32:10.558310] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-23T20:32:10.559203] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-23T20:32:10.559260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:10.559292] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:10.559319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:10.559375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:10.616503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:10.617354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:10.617438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:10.617469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:10.738100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:10.738255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:10.738301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:10.738331] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:10.741927] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-23T20:32:10.742250] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-23T20:32:10.742393] [INFO ] [sig       ] SSD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:10.900091] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SSD.txt
[2025-12-23T20:32:10.900281] [INFO ] [sig       ] [2990/3557] Completed SSD in 0.4s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:10.900324] [INFO ] [sig       ] [2991/3557] Forecasting SSL...
[2025-12-23T20:32:10.900356] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-23T20:32:10.900387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-23T20:32:10.911738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-23T20:32:10.912072] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-23T20:32:10.912879] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-23T20:32:10.912932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:10.912966] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:10.912993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:10.913059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:10.969082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:10.969878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:10.969958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:10.969992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:11.090235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:11.090399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:11.090466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:11.090502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:11.093962] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2025-12-23T20:32:11.094252] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-23T20:32:11.094380] [INFO ] [sig       ] SSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:11.235626] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SSL.txt
[2025-12-23T20:32:11.235772] [INFO ] [sig       ] [2991/3557] Completed SSL in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:11.235815] [INFO ] [sig       ] [2992/3557] Forecasting SSNC...
[2025-12-23T20:32:11.235845] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-23T20:32:11.235875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-23T20:32:11.246914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-23T20:32:11.247212] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-23T20:32:11.248152] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-23T20:32:11.248205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:11.248238] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:11.248266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:11.248324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:11.304750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:11.305544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:11.305641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:11.305676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:11.431865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:11.432058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:11.432106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:11.432139] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:11.435884] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-23T20:32:11.436196] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-23T20:32:11.436331] [INFO ] [sig       ] SSNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:11.581225] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSNC.txt
[2025-12-23T20:32:11.581386] [INFO ] [sig       ] [2992/3557] Completed SSNC in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:11.581446] [INFO ] [sig       ] [2993/3557] Forecasting SSP...
[2025-12-23T20:32:11.581497] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-23T20:32:11.581531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-23T20:32:11.593351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-23T20:32:11.593664] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-23T20:32:11.594416] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-23T20:32:11.594468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:11.594500] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:11.594526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:11.594607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:11.651818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:11.652553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:11.652647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:11.652680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:11.767917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:11.768077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:11.768116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:11.768144] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:11.771549] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-23T20:32:11.771842] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-23T20:32:11.771968] [INFO ] [sig       ] SSP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:11.911601] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SSP.txt
[2025-12-23T20:32:11.911736] [INFO ] [sig       ] [2993/3557] Completed SSP in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:11.911776] [INFO ] [sig       ] [2994/3557] Forecasting SSRM...
[2025-12-23T20:32:11.911806] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-23T20:32:11.911834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-23T20:32:11.924153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-23T20:32:11.924445] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-23T20:32:11.925212] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-23T20:32:11.925264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:11.925322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:11.925350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:11.925406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:11.980940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:11.981695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:11.981773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:11.981805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:12.100122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:12.100280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:12.100323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:12.100352] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:12.103832] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-23T20:32:12.104127] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-23T20:32:12.104258] [INFO ] [sig       ] SSRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:12.246417] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSRM.txt
[2025-12-23T20:32:12.246550] [INFO ] [sig       ] [2994/3557] Completed SSRM in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:12.246607] [INFO ] [sig       ] [2995/3557] Forecasting SSSS...
[2025-12-23T20:32:12.246637] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-23T20:32:12.246667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-23T20:32:12.257364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-23T20:32:12.257674] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-23T20:32:12.258431] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-23T20:32:12.258482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:12.258513] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:12.258539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:12.258616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:12.314075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:12.314762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:12.314837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:12.314868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:12.435000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:12.435155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:12.435197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:12.435228] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:12.438696] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-12-23T20:32:12.438976] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-23T20:32:12.439104] [INFO ] [sig       ] SSSS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:12.584142] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSSS.txt
[2025-12-23T20:32:12.584311] [INFO ] [sig       ] [2995/3557] Completed SSSS in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:12.584355] [INFO ] [sig       ] [2996/3557] Forecasting SSTI...
[2025-12-23T20:32:12.584384] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-23T20:32:12.584415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-23T20:32:12.596431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-23T20:32:12.596859] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-23T20:32:12.597755] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-23T20:32:12.597817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:12.597850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:12.597877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:12.597935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:12.655882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:12.656788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:12.656896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:12.656930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:12.779744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:12.779914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:12.779976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:12.780058] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:12.783467] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-23T20:32:12.783807] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-23T20:32:12.783940] [INFO ] [sig       ] SSTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:12.925693] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSTI.txt
[2025-12-23T20:32:12.925856] [INFO ] [sig       ] [2996/3557] Completed SSTI in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-23T20:32:12.925899] [INFO ] [sig       ] [2997/3557] Forecasting SSTK...
[2025-12-23T20:32:12.925930] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-23T20:32:12.925962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-23T20:32:12.937252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-23T20:32:12.937627] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-23T20:32:12.938420] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-23T20:32:12.938476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:12.938509] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:12.938536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:12.938623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:12.996225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:12.997033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:12.997119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:12.997151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:13.117093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:13.117244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:13.117283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:13.117348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:13.120762] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2025-12-23T20:32:13.121050] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-23T20:32:13.121204] [INFO ] [sig       ] SSTK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:13.263306] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSTK.txt
[2025-12-23T20:32:13.263468] [INFO ] [sig       ] [2997/3557] Completed SSTK in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:13.263509] [INFO ] [sig       ] [2998/3557] Forecasting SSYS...
[2025-12-23T20:32:13.263538] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-23T20:32:13.263584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-23T20:32:13.274918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-23T20:32:13.275312] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-23T20:32:13.276121] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-23T20:32:13.276174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:13.276206] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:13.276232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:13.276288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:13.332858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:13.333763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:13.333859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:13.333910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:13.449034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:13.449224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:13.449268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:13.449299] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:13.452768] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-23T20:32:13.453072] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-23T20:32:13.453208] [INFO ] [sig       ] SSYS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:13.590324] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SSYS.txt
[2025-12-23T20:32:13.590464] [INFO ] [sig       ] [2998/3557] Completed SSYS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:13.590503] [INFO ] [sig       ] [2999/3557] Forecasting STAA...
[2025-12-23T20:32:13.590534] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-23T20:32:13.590567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-23T20:32:13.602833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-23T20:32:13.603152] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-23T20:32:13.603962] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-23T20:32:13.604015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:13.604047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:13.604073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:13.604129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:13.659533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:13.660395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:13.660477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:13.660508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:13.779412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:13.779524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:13.779565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:13.779616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:13.783042] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-23T20:32:13.783339] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-23T20:32:13.783476] [INFO ] [sig       ] STAA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:13.922675] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STAA.txt
[2025-12-23T20:32:13.922823] [INFO ] [sig       ] [2999/3557] Completed STAA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:13.922864] [INFO ] [sig       ] [3000/3557] Forecasting STAG...
[2025-12-23T20:32:13.922893] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-23T20:32:13.922923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-23T20:32:13.934022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-23T20:32:13.934386] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-23T20:32:13.935170] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-23T20:32:13.935223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:13.935255] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:13.935281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:13.935350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:13.990986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:13.991830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:13.991909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:13.991942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:14.111698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:14.111855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:14.111896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:14.111926] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:14.115254] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-23T20:32:14.115543] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-23T20:32:14.115689] [INFO ] [sig       ] STAG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:14.253999] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STAG.txt
[2025-12-23T20:32:14.254150] [INFO ] [sig       ] [3000/3557] Completed STAG in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:14.254191] [INFO ] [sig       ] [3001/3557] Forecasting STBA...
[2025-12-23T20:32:14.254222] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-23T20:32:14.254250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-23T20:32:14.265218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-23T20:32:14.265513] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-23T20:32:14.266276] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-23T20:32:14.266331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:14.266363] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:14.266390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:14.266450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:14.323902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:14.324775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:14.324859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:14.324892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:14.441213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:14.441363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:14.441404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:14.441432] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:14.444736] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-23T20:32:14.445002] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-23T20:32:14.445125] [INFO ] [sig       ] STBA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:14.586141] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STBA.txt
[2025-12-23T20:32:14.586300] [INFO ] [sig       ] [3001/3557] Completed STBA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:14.586342] [INFO ] [sig       ] [3002/3557] Forecasting STC...
[2025-12-23T20:32:14.586372] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-23T20:32:14.586400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-23T20:32:14.597918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-23T20:32:14.598287] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-23T20:32:14.599113] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-23T20:32:14.599207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:14.599245] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:14.599271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:14.599330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:14.656296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:14.657182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:14.657266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:14.657299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:14.774804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:14.774964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:14.775005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:14.775033] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:14.778496] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-23T20:32:14.778843] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-23T20:32:14.778980] [INFO ] [sig       ] STC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:14.918211] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STC.txt
[2025-12-23T20:32:14.918362] [INFO ] [sig       ] [3002/3557] Completed STC in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:14.918402] [INFO ] [sig       ] [3003/3557] Forecasting STE...
[2025-12-23T20:32:14.918432] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-23T20:32:14.918461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-23T20:32:14.929727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-23T20:32:14.930101] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-23T20:32:14.930905] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-23T20:32:14.930957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:14.930988] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:14.931014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:14.931069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:14.987180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:14.988052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:14.988133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:14.988166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:15.108078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:15.108239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:15.108280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:15.108309] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:15.111665] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-12-23T20:32:15.111956] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-23T20:32:15.112087] [INFO ] [sig       ] STE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:15.250457] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STE.txt
[2025-12-23T20:32:15.250631] [INFO ] [sig       ] [3003/3557] Completed STE in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:15.250673] [INFO ] [sig       ] [3004/3557] Forecasting STEL...
[2025-12-23T20:32:15.250702] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-23T20:32:15.250732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-23T20:32:15.262159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-23T20:32:15.262440] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-23T20:32:15.263213] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-23T20:32:15.263266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:15.263297] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:15.263325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:15.263380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:15.321059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:15.321940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:15.322082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:15.322134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:15.441672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:15.441825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:15.441865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:15.441893] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:15.445217] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-23T20:32:15.445485] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-23T20:32:15.445626] [INFO ] [sig       ] STEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:15.583810] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STEL.txt
[2025-12-23T20:32:15.583940] [INFO ] [sig       ] [3004/3557] Completed STEL in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:15.583979] [INFO ] [sig       ] [3005/3557] Forecasting STEM...
[2025-12-23T20:32:15.584009] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-23T20:32:15.584039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-23T20:32:15.595287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-23T20:32:15.595622] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-23T20:32:15.596413] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-23T20:32:15.596465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:15.596497] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:15.596524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:15.596608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:15.655529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:15.656229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:15.656308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:15.656342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:15.778040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:15.778167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:15.778207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:15.778236] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:15.781686] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-23T20:32:15.781964] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-23T20:32:15.782090] [INFO ] [sig       ] STEM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:15.919889] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STEM.txt
[2025-12-23T20:32:15.920024] [INFO ] [sig       ] [3005/3557] Completed STEM in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:15.920063] [INFO ] [sig       ] [3006/3557] Forecasting STEP...
[2025-12-23T20:32:15.920094] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-23T20:32:15.920126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-23T20:32:15.931925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-23T20:32:15.932225] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-23T20:32:15.933034] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-23T20:32:15.933088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:15.933120] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:15.933147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:15.933204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:15.990720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:15.991377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:15.991456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:15.991488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:16.107326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:16.107458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:16.107496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:16.107523] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:16.110917] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-23T20:32:16.111189] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-23T20:32:16.111312] [INFO ] [sig       ] STEP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:16.249696] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STEP.txt
[2025-12-23T20:32:16.249815] [INFO ] [sig       ] [3006/3557] Completed STEP in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-23T20:32:16.249854] [INFO ] [sig       ] [3007/3557] Forecasting STHO...
[2025-12-23T20:32:16.249883] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-23T20:32:16.249912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-23T20:32:16.261023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-23T20:32:16.261300] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-23T20:32:16.262071] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-23T20:32:16.262124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:16.262156] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:16.262183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:16.262239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:16.318088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:16.318726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:16.318801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:16.318832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:16.436414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:16.436536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:16.436589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:16.436622] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:16.439878] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-23T20:32:16.440143] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-23T20:32:16.440270] [INFO ] [sig       ] STHO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:16.577862] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STHO.txt
[2025-12-23T20:32:16.578056] [INFO ] [sig       ] [3007/3557] Completed STHO in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:16.578115] [INFO ] [sig       ] [3008/3557] Forecasting STI...
[2025-12-23T20:32:16.578157] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-23T20:32:16.578197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-23T20:32:16.589343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-23T20:32:16.589674] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-23T20:32:16.590479] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-23T20:32:16.590533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:16.590565] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:16.590627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:16.590688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:16.648606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:16.649259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:16.649336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:16.649368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:16.770909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:16.771065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:16.771105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:16.771134] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:16.774421] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-23T20:32:16.774715] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-23T20:32:16.774841] [INFO ] [sig       ] STI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:16.922612] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STI.txt
[2025-12-23T20:32:16.922769] [INFO ] [sig       ] [3008/3557] Completed STI in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:16.922810] [INFO ] [sig       ] [3009/3557] Forecasting STIM...
[2025-12-23T20:32:16.922838] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-23T20:32:16.922869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-23T20:32:16.934732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-23T20:32:16.935079] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-23T20:32:16.935860] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-23T20:32:16.935913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:16.935943] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:16.935969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:16.936024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:16.991071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:16.991897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:16.991975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:16.992006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:17.113122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:17.113297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:17.113338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:17.113366] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:17.116792] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2025-12-23T20:32:17.117080] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-23T20:32:17.117215] [INFO ] [sig       ] STIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:17.255602] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STIM.txt
[2025-12-23T20:32:17.255763] [INFO ] [sig       ] [3009/3557] Completed STIM in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:17.255805] [INFO ] [sig       ] [3010/3557] Forecasting STK...
[2025-12-23T20:32:17.255834] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-23T20:32:17.255863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-23T20:32:17.268152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-23T20:32:17.268528] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-23T20:32:17.269328] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-23T20:32:17.269380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:17.269411] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:17.269437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:17.269491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:17.324924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:17.325803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:17.325886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:17.325917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:17.443894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:17.444045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:17.444086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:17.444114] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:17.447495] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-23T20:32:17.447784] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-23T20:32:17.447908] [INFO ] [sig       ] STK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:17.588109] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STK.txt
[2025-12-23T20:32:17.588242] [INFO ] [sig       ] [3010/3557] Completed STK in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:17.588282] [INFO ] [sig       ] [3011/3557] Forecasting STKH...
[2025-12-23T20:32:17.588311] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-23T20:32:17.588339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-23T20:32:17.599975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-23T20:32:17.600334] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-23T20:32:17.601165] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-23T20:32:17.601217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:17.601278] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:17.601306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:17.601362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:17.657547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:17.658433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:17.658516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:17.658549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:17.764158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:17.764317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:17.764357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:17.764385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:17.767731] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-23T20:32:17.768017] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-23T20:32:17.768140] [INFO ] [sig       ] STKH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:17.911141] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STKH.txt
[2025-12-23T20:32:17.911320] [INFO ] [sig       ] [3011/3557] Completed STKH in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:17.911362] [INFO ] [sig       ] [3012/3557] Forecasting STKL...
[2025-12-23T20:32:17.911390] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-23T20:32:17.911418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-23T20:32:17.923778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-23T20:32:17.924184] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-23T20:32:17.924988] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-23T20:32:17.925042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:17.925074] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:17.925100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:17.925157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:17.980877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:17.981782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:17.981864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:17.981897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:18.106378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:18.106542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:18.106599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:18.106629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:18.110019] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-23T20:32:18.110286] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-23T20:32:18.110408] [INFO ] [sig       ] STKL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:18.305488] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STKL.txt
[2025-12-23T20:32:18.305653] [INFO ] [sig       ] [3012/3557] Completed STKL in 0.4s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:18.305697] [INFO ] [sig       ] [3013/3557] Forecasting STKS...
[2025-12-23T20:32:18.305727] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-23T20:32:18.305756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-23T20:32:18.316550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-23T20:32:18.316868] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-23T20:32:18.317639] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-23T20:32:18.317720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:18.317754] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:18.317782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:18.317837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:18.373631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:18.374256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:18.374331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:18.374363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:18.493769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:18.493925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:18.493967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:18.493996] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:18.497389] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-23T20:32:18.497697] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-23T20:32:18.497839] [INFO ] [sig       ] STKS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:18.637297] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STKS.txt
[2025-12-23T20:32:18.637444] [INFO ] [sig       ] [3013/3557] Completed STKS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:18.637485] [INFO ] [sig       ] [3014/3557] Forecasting STLA...
[2025-12-23T20:32:18.637515] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-23T20:32:18.637547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-23T20:32:18.649275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-23T20:32:18.649677] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-23T20:32:18.650488] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-23T20:32:18.650543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:18.650601] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:18.650631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:18.650688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:18.706613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:18.707443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:18.707525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:18.707556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:18.824039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:18.824196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:18.824235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:18.824300] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:18.827659] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-23T20:32:18.827936] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-23T20:32:18.828062] [INFO ] [sig       ] STLA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:18.966719] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STLA.txt
[2025-12-23T20:32:18.966854] [INFO ] [sig       ] [3014/3557] Completed STLA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-23T20:32:18.966893] [INFO ] [sig       ] [3015/3557] Forecasting STLD...
[2025-12-23T20:32:18.966923] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-23T20:32:18.966953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-23T20:32:18.979960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-23T20:32:18.980308] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-23T20:32:18.981143] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-23T20:32:18.981213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:18.981252] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:18.981284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:18.981353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:19.042767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:19.043606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:19.043690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:19.043723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:19.167258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:19.167413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:19.167454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:19.167482] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:19.170869] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=34.23%)
[2025-12-23T20:32:19.171142] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-23T20:32:19.171271] [INFO ] [sig       ] STLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:19.309453] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STLD.txt
[2025-12-23T20:32:19.309628] [INFO ] [sig       ] [3015/3557] Completed STLD in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:19.309669] [INFO ] [sig       ] [3016/3557] Forecasting STM...
[2025-12-23T20:32:19.309699] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-23T20:32:19.309728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-23T20:32:19.321506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-23T20:32:19.321859] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-23T20:32:19.322673] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-23T20:32:19.322729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:19.322763] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:19.322791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:19.322862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:19.379711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:19.380619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:19.380706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:19.380739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:19.502083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:19.502236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:19.502278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:19.502309] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:19.505686] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-23T20:32:19.505957] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-23T20:32:19.506085] [INFO ] [sig       ] STM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:19.649785] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STM.txt
[2025-12-23T20:32:19.649990] [INFO ] [sig       ] [3016/3557] Completed STM in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:19.650066] [INFO ] [sig       ] [3017/3557] Forecasting STN...
[2025-12-23T20:32:19.650107] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-23T20:32:19.650139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-23T20:32:19.661878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-23T20:32:19.662210] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-23T20:32:19.663033] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-23T20:32:19.663099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:19.663131] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:19.663157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:19.663219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:19.719233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:19.719930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:19.720020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:19.720055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:19.836634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:19.836754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:19.836795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:19.836823] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:19.840250] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-12-23T20:32:19.840525] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-23T20:32:19.840680] [INFO ] [sig       ] STN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:19.977909] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STN.txt
[2025-12-23T20:32:19.978045] [INFO ] [sig       ] [3017/3557] Completed STN in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:19.978084] [INFO ] [sig       ] [3018/3557] Forecasting STNE...
[2025-12-23T20:32:19.978118] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-23T20:32:19.978146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-23T20:32:19.989541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-23T20:32:19.989886] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-23T20:32:19.990694] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-23T20:32:19.990746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:19.990778] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:19.990805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:19.990860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:20.050991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:20.051856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:20.051938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:20.051972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:20.185996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:20.186151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:20.186193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:20.186231] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:20.189688] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-23T20:32:20.189963] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-23T20:32:20.190109] [INFO ] [sig       ] STNE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:20.329930] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STNE.txt
[2025-12-23T20:32:20.330060] [INFO ] [sig       ] [3018/3557] Completed STNE in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:20.330099] [INFO ] [sig       ] [3019/3557] Forecasting STOK...
[2025-12-23T20:32:20.330129] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-23T20:32:20.330158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-23T20:32:20.342060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-23T20:32:20.342474] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-23T20:32:20.343285] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-23T20:32:20.343341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:20.343372] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:20.343398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:20.343453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:20.400207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:20.401134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:20.401223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:20.401255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:20.527922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:20.528085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:20.528126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:20.528153] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:20.531594] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-23T20:32:20.531904] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-23T20:32:20.532037] [INFO ] [sig       ] STOK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:20.670494] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STOK.txt
[2025-12-23T20:32:20.670653] [INFO ] [sig       ] [3019/3557] Completed STOK in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:20.670695] [INFO ] [sig       ] [3020/3557] Forecasting STRA...
[2025-12-23T20:32:20.670725] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-23T20:32:20.670754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-23T20:32:20.681360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-23T20:32:20.681714] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-23T20:32:20.682460] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-23T20:32:20.682513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:20.682544] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:20.682593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:20.682654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:20.738359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:20.739235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:20.739319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:20.739351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:20.858929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:20.859093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:20.859150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:20.859202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:20.862533] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=58.46%)
[2025-12-23T20:32:20.862831] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-23T20:32:20.862959] [INFO ] [sig       ] STRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:21.001693] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STRA.txt
[2025-12-23T20:32:21.001860] [INFO ] [sig       ] [3020/3557] Completed STRA in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:21.001902] [INFO ] [sig       ] [3021/3557] Forecasting STRL...
[2025-12-23T20:32:21.001931] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-23T20:32:21.001960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-23T20:32:21.013468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-23T20:32:21.013851] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-23T20:32:21.014629] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-23T20:32:21.014681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:21.014712] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:21.014740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:21.014796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:21.073482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:21.074529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:21.074692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:21.074732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:21.205539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:21.205721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:21.205764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:21.205795] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:21.209318] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-23T20:32:21.209631] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-23T20:32:21.209764] [INFO ] [sig       ] STRL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:21.362230] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STRL.txt
[2025-12-23T20:32:21.362397] [INFO ] [sig       ] [3021/3557] Completed STRL in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:21.362449] [INFO ] [sig       ] [3022/3557] Forecasting STRS...
[2025-12-23T20:32:21.362482] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-23T20:32:21.362513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-23T20:32:21.372920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-23T20:32:21.373221] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-23T20:32:21.374107] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-23T20:32:21.374163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:21.374196] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:21.374222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:21.374278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:21.434771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:21.435814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:21.435911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:21.435944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:21.525181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:21.525343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:21.525383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:21.525411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:21.528764] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-23T20:32:21.529033] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-23T20:32:21.529166] [INFO ] [sig       ] STRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:21.666417] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STRS.txt
[2025-12-23T20:32:21.666552] [INFO ] [sig       ] [3022/3557] Completed STRS in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:21.666610] [INFO ] [sig       ] [3023/3557] Forecasting STSS...
[2025-12-23T20:32:21.666640] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-23T20:32:21.666669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-23T20:32:21.677702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-23T20:32:21.677963] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-23T20:32:21.678737] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-23T20:32:21.678788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:21.678819] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:21.678845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:21.678901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:21.757958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:21.759046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:21.759152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:21.759224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:21.880985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:21.881145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:21.881185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:21.881215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:21.884559] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-23T20:32:21.884851] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-23T20:32:21.884977] [INFO ] [sig       ] STSS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:22.024498] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STSS.txt
[2025-12-23T20:32:22.024670] [INFO ] [sig       ] [3023/3557] Completed STSS in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:22.024728] [INFO ] [sig       ] [3024/3557] Forecasting STTK...
[2025-12-23T20:32:22.024760] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-23T20:32:22.024790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-23T20:32:22.036240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-23T20:32:22.036595] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-23T20:32:22.037403] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-23T20:32:22.037458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:22.037503] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:22.037537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:22.037632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:22.095151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:22.096010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:22.096091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:22.096122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:22.220369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:22.220540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:22.220602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:22.220637] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:22.224189] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-23T20:32:22.224552] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-23T20:32:22.224715] [INFO ] [sig       ] STTK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:22.363831] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STTK.txt
[2025-12-23T20:32:22.363999] [INFO ] [sig       ] [3024/3557] Completed STTK in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-23T20:32:22.364039] [INFO ] [sig       ] [3025/3557] Forecasting STVN...
[2025-12-23T20:32:22.364068] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-23T20:32:22.364097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-23T20:32:22.375290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-23T20:32:22.375548] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-23T20:32:22.376321] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-23T20:32:22.376374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:22.376406] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:22.376432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:22.376488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:22.432543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:22.433175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:22.433250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:22.433282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:22.551187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:22.551342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:22.551383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:22.551413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:22.554840] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-23T20:32:22.555119] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-23T20:32:22.555247] [INFO ] [sig       ] STVN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:22.695127] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STVN.txt
[2025-12-23T20:32:22.695266] [INFO ] [sig       ] [3025/3557] Completed STVN in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:22.695306] [INFO ] [sig       ] [3026/3557] Forecasting STWD...
[2025-12-23T20:32:22.695336] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-23T20:32:22.695366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-23T20:32:22.706884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-23T20:32:22.707154] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-23T20:32:22.707965] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-23T20:32:22.708017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:22.708048] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:22.708074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:22.708129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:22.763507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:22.764373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:22.764456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:22.764488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:22.889299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:22.889484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:22.889527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:22.889557] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:22.893163] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-23T20:32:22.893491] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-23T20:32:22.893670] [INFO ] [sig       ] STWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:23.036974] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STWD.txt
[2025-12-23T20:32:23.037146] [INFO ] [sig       ] [3026/3557] Completed STWD in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:23.037190] [INFO ] [sig       ] [3027/3557] Forecasting STX...
[2025-12-23T20:32:23.037221] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-23T20:32:23.037250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-23T20:32:23.049130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-23T20:32:23.049562] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-23T20:32:23.050382] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-23T20:32:23.050438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:23.050470] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:23.050497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:23.050552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:23.106287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:23.107159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:23.107238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:23.107270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:23.228246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:23.228413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:23.228453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:23.228483] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:23.231954] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-23T20:32:23.232259] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-23T20:32:23.232398] [INFO ] [sig       ] STX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:23.369897] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STX.txt
[2025-12-23T20:32:23.370040] [INFO ] [sig       ] [3027/3557] Completed STX in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:23.370085] [INFO ] [sig       ] [3028/3557] Forecasting STXE...
[2025-12-23T20:32:23.370116] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-23T20:32:23.370146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-23T20:32:23.380935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-23T20:32:23.381203] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-23T20:32:23.381973] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-23T20:32:23.382026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:23.382082] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:23.382110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:23.382165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:23.437806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:23.438653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:23.438734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:23.438765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:23.543889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:23.544039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:23.544081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:23.544109] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:23.547443] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-23T20:32:23.547736] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-23T20:32:23.547861] [INFO ] [sig       ] STXE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:23.688017] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/STXE.txt
[2025-12-23T20:32:23.688146] [INFO ] [sig       ] [3028/3557] Completed STXE in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:23.688187] [INFO ] [sig       ] [3029/3557] Forecasting STXG...
[2025-12-23T20:32:23.688215] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-23T20:32:23.688244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-23T20:32:23.699213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-23T20:32:23.699473] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-23T20:32:23.700250] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-23T20:32:23.700303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:23.700334] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:23.700361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:23.700417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:23.756274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:23.756897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:23.756986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:23.757019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:23.864265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:23.864375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:23.864412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:23.864440] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:23.867645] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-23T20:32:23.867906] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-23T20:32:23.868045] [INFO ] [sig       ] STXG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:24.015151] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/STXG.txt
[2025-12-23T20:32:24.015367] [INFO ] [sig       ] [3029/3557] Completed STXG in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:24.015425] [INFO ] [sig       ] [3030/3557] Forecasting SUI...
[2025-12-23T20:32:24.015464] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-23T20:32:24.015510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-23T20:32:24.028294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-23T20:32:24.028898] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-23T20:32:24.029989] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-23T20:32:24.030051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:24.030095] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:24.030126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:24.030182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:24.092035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:24.093142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:24.093245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:24.093279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:24.235275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:24.235439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:24.235480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:24.235508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:24.240175] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-23T20:32:24.240549] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-23T20:32:24.240742] [INFO ] [sig       ] SUI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:24.449393] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUI.txt
[2025-12-23T20:32:24.449671] [INFO ] [sig       ] [3030/3557] Completed SUI in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:24.449723] [INFO ] [sig       ] [3031/3557] Forecasting SUN...
[2025-12-23T20:32:24.449755] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-23T20:32:24.449786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-23T20:32:24.470251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-23T20:32:24.470821] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-23T20:32:24.472080] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-23T20:32:24.472160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:24.472212] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:24.472254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:24.472337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:24.550104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:24.551165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:24.551294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:24.551330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:24.718014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:24.718214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:24.718276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:24.718392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:24.723677] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-23T20:32:24.724141] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-23T20:32:24.724344] [INFO ] [sig       ] SUN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:24.918174] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SUN.txt
[2025-12-23T20:32:24.918349] [INFO ] [sig       ] [3031/3557] Completed SUN in 0.5s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-23T20:32:24.918392] [INFO ] [sig       ] [3032/3557] Forecasting SUNS...
[2025-12-23T20:32:24.918424] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-23T20:32:24.918454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-23T20:32:24.931556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-23T20:32:24.932009] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-23T20:32:24.933004] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-23T20:32:24.933070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:24.933111] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:24.933141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:24.933213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:24.996658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:24.997726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:24.997824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:24.997868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:25.125896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:25.126067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:25.126110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:25.126138] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:25.129805] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-23T20:32:25.130188] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-23T20:32:25.130360] [INFO ] [sig       ] SUNS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:25.286748] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUNS.txt
[2025-12-23T20:32:25.286903] [INFO ] [sig       ] [3032/3557] Completed SUNS in 0.4s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:25.286944] [INFO ] [sig       ] [3033/3557] Forecasting SUPN...
[2025-12-23T20:32:25.286976] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-23T20:32:25.287006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-23T20:32:25.301404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-23T20:32:25.302048] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-23T20:32:25.302925] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-23T20:32:25.302982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:25.303015] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:25.303043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:25.303100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:25.364465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:25.365344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:25.365448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:25.365482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:25.496191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:25.496342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:25.496383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:25.496412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:25.500050] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-12-23T20:32:25.500388] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-23T20:32:25.500539] [INFO ] [sig       ] SUPN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:25.650411] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUPN.txt
[2025-12-23T20:32:25.650604] [INFO ] [sig       ] [3033/3557] Completed SUPN in 0.4s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:25.650650] [INFO ] [sig       ] [3034/3557] Forecasting SURG...
[2025-12-23T20:32:25.650682] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-23T20:32:25.650716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-23T20:32:25.663268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-23T20:32:25.663622] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-23T20:32:25.664432] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-23T20:32:25.664485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:25.664518] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:25.664545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:25.664623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:25.724313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:25.725133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:25.725213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:25.725245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:25.839848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:25.840013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:25.840055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:25.840082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:25.843500] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-23T20:32:25.843799] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-23T20:32:25.843926] [INFO ] [sig       ] SURG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:25.981344] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SURG.txt
[2025-12-23T20:32:25.981485] [INFO ] [sig       ] [3034/3557] Completed SURG in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:25.981525] [INFO ] [sig       ] [3035/3557] Forecasting SUSB...
[2025-12-23T20:32:25.981554] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-23T20:32:25.981604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-23T20:32:25.993059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-23T20:32:25.993392] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-23T20:32:25.994177] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-23T20:32:25.994230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:25.994260] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:25.994301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:25.994358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:26.049178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:26.049971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:26.050053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:26.050084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:26.172218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:26.172390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:26.172440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:26.172473] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:26.176069] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-12-23T20:32:26.176351] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-23T20:32:26.176483] [INFO ] [sig       ] SUSB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:26.324391] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUSB.txt
[2025-12-23T20:32:26.324597] [INFO ] [sig       ] [3035/3557] Completed SUSB in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:26.324655] [INFO ] [sig       ] [3036/3557] Forecasting SUSC...
[2025-12-23T20:32:26.324692] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-23T20:32:26.324725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-23T20:32:26.337445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-23T20:32:26.337817] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-23T20:32:26.338648] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-23T20:32:26.338717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:26.338760] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:26.338787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:26.338848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:26.396672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:26.397618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:26.397706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:26.397738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:26.518945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:26.519099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:26.519139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:26.519187] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:26.522639] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=38.75%)
[2025-12-23T20:32:26.522914] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-23T20:32:26.523039] [INFO ] [sig       ] SUSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:26.661083] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUSC.txt
[2025-12-23T20:32:26.661234] [INFO ] [sig       ] [3036/3557] Completed SUSC in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:26.661274] [INFO ] [sig       ] [3037/3557] Forecasting SUSL...
[2025-12-23T20:32:26.661303] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-23T20:32:26.661331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-23T20:32:26.673059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-23T20:32:26.673369] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-23T20:32:26.674170] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-23T20:32:26.674223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:26.674256] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:26.674283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:26.674340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:26.730888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:26.731702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:26.731781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:26.731814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:26.851557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:26.851729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:26.851769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:26.851797] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:26.855131] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-23T20:32:26.855409] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-23T20:32:26.855536] [INFO ] [sig       ] SUSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:26.995444] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUSL.txt
[2025-12-23T20:32:26.995623] [INFO ] [sig       ] [3037/3557] Completed SUSL in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:26.995665] [INFO ] [sig       ] [3038/3557] Forecasting SUUN...
[2025-12-23T20:32:26.995696] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-23T20:32:26.995725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-23T20:32:27.009712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-23T20:32:27.010274] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-23T20:32:27.011224] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-23T20:32:27.011284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:27.011322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:27.011351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:27.011411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:27.070031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:27.071121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:27.071251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:27.071285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:27.193144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:27.193310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:27.193354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:27.193390] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:27.196825] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-23T20:32:27.197094] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-23T20:32:27.197215] [INFO ] [sig       ] SUUN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:27.338103] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SUUN.txt
[2025-12-23T20:32:27.338273] [INFO ] [sig       ] [3038/3557] Completed SUUN in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:27.338338] [INFO ] [sig       ] [3039/3557] Forecasting SUZ...
[2025-12-23T20:32:27.338389] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-23T20:32:27.338421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-23T20:32:27.350664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-23T20:32:27.350961] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-23T20:32:27.351762] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-23T20:32:27.351814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:27.351846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:27.351873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:27.351928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:27.407409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:27.408148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:27.408225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:27.408258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:27.530674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:27.530831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:27.530877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:27.530906] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:27.534321] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-23T20:32:27.534611] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-23T20:32:27.534740] [INFO ] [sig       ] SUZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:27.670926] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SUZ.txt
[2025-12-23T20:32:27.671067] [INFO ] [sig       ] [3039/3557] Completed SUZ in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:27.671106] [INFO ] [sig       ] [3040/3557] Forecasting SVC...
[2025-12-23T20:32:27.671136] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-23T20:32:27.671165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-23T20:32:27.682833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-23T20:32:27.683109] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-23T20:32:27.683903] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-23T20:32:27.683955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:27.683986] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:27.684012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:27.684067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:27.744047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:27.744832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:27.744915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:27.744948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:27.862429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:27.862599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:27.862663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:27.862692] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:27.866037] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-23T20:32:27.866303] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-23T20:32:27.866426] [INFO ] [sig       ] SVC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:28.004692] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SVC.txt
[2025-12-23T20:32:28.004866] [INFO ] [sig       ] [3040/3557] Completed SVC in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:28.004915] [INFO ] [sig       ] [3041/3557] Forecasting SVCO...
[2025-12-23T20:32:28.004953] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-23T20:32:28.004993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-23T20:32:28.017066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-23T20:32:28.017345] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-23T20:32:28.018175] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-23T20:32:28.018229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:28.018263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:28.018291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:28.018348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:28.074533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:28.075394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:28.075482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:28.075515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:28.191980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:28.192143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:28.192182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:28.192211] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:28.195599] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-23T20:32:28.195865] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-23T20:32:28.195991] [INFO ] [sig       ] SVCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:28.334166] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SVCO.txt
[2025-12-23T20:32:28.334331] [INFO ] [sig       ] [3041/3557] Completed SVCO in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-23T20:32:28.334372] [INFO ] [sig       ] [3042/3557] Forecasting SVRA...
[2025-12-23T20:32:28.334402] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-23T20:32:28.334435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-23T20:32:28.345799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-23T20:32:28.346113] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-23T20:32:28.346903] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-23T20:32:28.346955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:28.346987] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:28.347013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:28.347069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:28.404719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:28.405380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:28.405463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:28.405496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:28.526259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:28.526426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:28.526469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:28.526514] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:28.530068] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-23T20:32:28.530337] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-23T20:32:28.530468] [INFO ] [sig       ] SVRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:28.670116] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SVRA.txt
[2025-12-23T20:32:28.670257] [INFO ] [sig       ] [3042/3557] Completed SVRA in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:28.670298] [INFO ] [sig       ] [3043/3557] Forecasting SWBI...
[2025-12-23T20:32:28.670327] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-23T20:32:28.670356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-23T20:32:28.681548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-23T20:32:28.681889] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-23T20:32:28.682663] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-23T20:32:28.682715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:28.682747] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:28.682774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:28.682829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:28.738879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:28.739764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:28.739848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:28.739881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:28.857222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:28.857379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:28.857425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:28.857458] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:28.860982] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-23T20:32:28.861265] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-23T20:32:28.861403] [INFO ] [sig       ] SWBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:29.000665] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SWBI.txt
[2025-12-23T20:32:29.000831] [INFO ] [sig       ] [3043/3557] Completed SWBI in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:29.000872] [INFO ] [sig       ] [3044/3557] Forecasting SWIM...
[2025-12-23T20:32:29.000902] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-23T20:32:29.000931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-23T20:32:29.014712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-23T20:32:29.015344] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-23T20:32:29.016284] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-23T20:32:29.016341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:29.016374] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:29.016401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:29.016458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:29.072804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:29.073935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:29.074039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:29.074071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:29.203916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:29.204145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:29.204190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:29.204220] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:29.208062] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-23T20:32:29.208368] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-23T20:32:29.208502] [INFO ] [sig       ] SWIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:29.348654] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SWIM.txt
[2025-12-23T20:32:29.348846] [INFO ] [sig       ] [3044/3557] Completed SWIM in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:29.348890] [INFO ] [sig       ] [3045/3557] Forecasting SWK...
[2025-12-23T20:32:29.348922] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-23T20:32:29.348955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-23T20:32:29.361916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-23T20:32:29.362368] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-23T20:32:29.363298] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-23T20:32:29.363353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:29.363418] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:29.363445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:29.363503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:29.420683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:29.421949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:29.422051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:29.422083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:29.541584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:29.541817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:29.541863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:29.541893] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:29.545725] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-23T20:32:29.546061] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-23T20:32:29.546209] [INFO ] [sig       ] SWK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:29.690724] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SWK.txt
[2025-12-23T20:32:29.690941] [INFO ] [sig       ] [3045/3557] Completed SWK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:29.690984] [INFO ] [sig       ] [3046/3557] Forecasting SWKS...
[2025-12-23T20:32:29.691018] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-23T20:32:29.691049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-23T20:32:29.704047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-23T20:32:29.704522] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-23T20:32:29.705434] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-23T20:32:29.705488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:29.705520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:29.705546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:29.705640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:29.763195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:29.764291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:29.764381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:29.764414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:29.885873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:29.886106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:29.886153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:29.886181] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:29.890192] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-12-23T20:32:29.890521] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-23T20:32:29.890678] [INFO ] [sig       ] SWKS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:30.038087] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SWKS.txt
[2025-12-23T20:32:30.038351] [INFO ] [sig       ] [3046/3557] Completed SWKS in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:30.038408] [INFO ] [sig       ] [3047/3557] Forecasting SWX...
[2025-12-23T20:32:30.038441] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-23T20:32:30.038473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-23T20:32:30.051830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-23T20:32:30.052211] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-23T20:32:30.053031] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-23T20:32:30.053084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:30.053116] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:30.053142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:30.053197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:30.107844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:30.108446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:30.108524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:30.108555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:30.223097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:30.223253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:30.223292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:30.223319] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:30.226705] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-23T20:32:30.226980] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-23T20:32:30.227104] [INFO ] [sig       ] SWX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:30.368073] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SWX.txt
[2025-12-23T20:32:30.368249] [INFO ] [sig       ] [3047/3557] Completed SWX in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:30.368292] [INFO ] [sig       ] [3048/3557] Forecasting SWZ...
[2025-12-23T20:32:30.368320] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-23T20:32:30.368349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-23T20:32:30.379653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-23T20:32:30.379943] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-23T20:32:30.380745] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-23T20:32:30.380810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:30.380843] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:30.380870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:30.380929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:30.437964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:30.438812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:30.438894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:30.438926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:30.552005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:30.552167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:30.552210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:30.552288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:30.555945] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-23T20:32:30.556235] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-23T20:32:30.556365] [INFO ] [sig       ] SWZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:30.696070] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SWZ.txt
[2025-12-23T20:32:30.696215] [INFO ] [sig       ] [3048/3557] Completed SWZ in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-23T20:32:30.696257] [INFO ] [sig       ] [3049/3557] Forecasting SXC...
[2025-12-23T20:32:30.696287] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-23T20:32:30.696317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-23T20:32:30.708310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-23T20:32:30.708668] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-23T20:32:30.709679] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-23T20:32:30.709733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:30.709765] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:30.709792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:30.709850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:30.766748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:30.767470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:30.767553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:30.767618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:30.893535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:30.893730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:30.893784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:30.893816] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:30.897507] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-23T20:32:30.897837] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-23T20:32:30.897971] [INFO ] [sig       ] SXC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:31.037313] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SXC.txt
[2025-12-23T20:32:31.037468] [INFO ] [sig       ] [3049/3557] Completed SXC in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:31.037510] [INFO ] [sig       ] [3050/3557] Forecasting SXI...
[2025-12-23T20:32:31.037540] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-23T20:32:31.037586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-23T20:32:31.052253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-23T20:32:31.052793] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-23T20:32:31.053742] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-23T20:32:31.053797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:31.053832] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:31.053859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:31.053920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:31.114142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:31.115309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:31.115414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:31.115456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:31.241560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:31.241817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:31.241864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:31.241894] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:31.246019] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-23T20:32:31.246369] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-23T20:32:31.246516] [INFO ] [sig       ] SXI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:31.391929] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SXI.txt
[2025-12-23T20:32:31.392141] [INFO ] [sig       ] [3050/3557] Completed SXI in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:31.392185] [INFO ] [sig       ] [3051/3557] Forecasting SXTC...
[2025-12-23T20:32:31.392218] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-23T20:32:31.392252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-23T20:32:31.405678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-23T20:32:31.406100] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-23T20:32:31.407014] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-23T20:32:31.407070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:31.407104] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:31.407130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:31.407190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:31.467514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:31.468699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:31.468817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:31.468852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:31.590043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:31.590276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:31.590324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:31.590352] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:31.594171] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-23T20:32:31.594487] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-23T20:32:31.594662] [INFO ] [sig       ] SXTC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:31.737102] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SXTC.txt
[2025-12-23T20:32:31.737288] [INFO ] [sig       ] [3051/3557] Completed SXTC in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:31.737332] [INFO ] [sig       ] [3052/3557] Forecasting SY...
[2025-12-23T20:32:31.737362] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-23T20:32:31.737392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-23T20:32:31.750759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-23T20:32:31.751216] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-23T20:32:31.752110] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-23T20:32:31.752164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:31.752196] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:31.752223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:31.752280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:31.808550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:31.809519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:31.809631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:31.809668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:31.931508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:31.931744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:31.931793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:31.931878] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:31.936328] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-23T20:32:31.936811] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-23T20:32:31.937016] [INFO ] [sig       ] SY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:32.095878] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SY.txt
[2025-12-23T20:32:32.096130] [INFO ] [sig       ] [3052/3557] Completed SY in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:32.096206] [INFO ] [sig       ] [3053/3557] Forecasting SYF...
[2025-12-23T20:32:32.096253] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-23T20:32:32.096298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-23T20:32:32.111472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-23T20:32:32.112081] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-23T20:32:32.113057] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-23T20:32:32.113115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:32.113149] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:32.113178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:32.113238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:32.173810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:32.175023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:32.175151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:32.175187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:32.303556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:32.303793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:32.303837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:32.303867] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:32.307598] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-12-23T20:32:32.307928] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-23T20:32:32.308060] [INFO ] [sig       ] SYF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:32.448416] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SYF.txt
[2025-12-23T20:32:32.448643] [INFO ] [sig       ] [3053/3557] Completed SYF in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:32.448688] [INFO ] [sig       ] [3054/3557] Forecasting SYK...
[2025-12-23T20:32:32.448720] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-23T20:32:32.448752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-23T20:32:32.462700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-23T20:32:32.463273] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-23T20:32:32.464277] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-23T20:32:32.464337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:32.464381] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:32.464415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:32.464476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:32.524038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:32.525114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:32.525214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:32.525246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:32.648071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:32.648309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:32.648357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:32.648389] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:32.652674] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-23T20:32:32.653057] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-23T20:32:32.653218] [INFO ] [sig       ] SYK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:32.828188] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SYK.txt
[2025-12-23T20:32:32.828418] [INFO ] [sig       ] [3054/3557] Completed SYK in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:32.828472] [INFO ] [sig       ] [3055/3557] Forecasting SYM...
[2025-12-23T20:32:32.828507] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-23T20:32:32.828538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-23T20:32:32.842615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-23T20:32:32.843180] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-23T20:32:32.844134] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-23T20:32:32.844189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:32.844221] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:32.844249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:32.844323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:32.902917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:32.904031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:32.904150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:32.904243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:33.052849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:33.053084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:33.053158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:33.053192] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:33.057266] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-23T20:32:33.057602] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-23T20:32:33.057747] [INFO ] [sig       ] SYM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:33.203715] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SYM.txt
[2025-12-23T20:32:33.203924] [INFO ] [sig       ] [3055/3557] Completed SYM in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:33.203969] [INFO ] [sig       ] [3056/3557] Forecasting SYNA...
[2025-12-23T20:32:33.203999] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-23T20:32:33.204031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-23T20:32:33.217637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-23T20:32:33.218158] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-23T20:32:33.219137] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-23T20:32:33.219226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:33.219261] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:33.219288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:33.219348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:33.278150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:33.279320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:33.279420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:33.279453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:33.415362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:33.415620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:33.415668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:33.415697] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:33.419656] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-12-23T20:32:33.420033] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-23T20:32:33.420189] [INFO ] [sig       ] SYNA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:33.566728] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SYNA.txt
[2025-12-23T20:32:33.567007] [INFO ] [sig       ] [3056/3557] Completed SYNA in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:33.567100] [INFO ] [sig       ] [3057/3557] Forecasting SYRE...
[2025-12-23T20:32:33.567133] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-23T20:32:33.567165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-23T20:32:33.581483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-23T20:32:33.581884] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-23T20:32:33.582810] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-23T20:32:33.582864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:33.582897] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:33.582922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:33.582979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:33.639381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:33.640254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:33.640379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:33.640417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:33.762851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:33.763085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:33.763130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:33.763158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:33.767002] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-23T20:32:33.767303] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-23T20:32:33.767443] [INFO ] [sig       ] SYRE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:33.909874] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/SYRE.txt
[2025-12-23T20:32:33.910097] [INFO ] [sig       ] [3057/3557] Completed SYRE in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:33.910143] [INFO ] [sig       ] [3058/3557] Forecasting SYY...
[2025-12-23T20:32:33.910174] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-23T20:32:33.910207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-23T20:32:33.923269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-23T20:32:33.923660] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-23T20:32:33.924512] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-23T20:32:33.924566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:33.924619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:33.924647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:33.924705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:33.982286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:33.983295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:33.983388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:33.983421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:34.106156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:34.106402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:34.106449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:34.106477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:34.110629] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-12-23T20:32:34.110942] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-23T20:32:34.111080] [INFO ] [sig       ] SYY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:34.254948] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/SYY.txt
[2025-12-23T20:32:34.255177] [INFO ] [sig       ] [3058/3557] Completed SYY in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:34.255223] [INFO ] [sig       ] [3059/3557] Forecasting TAC...
[2025-12-23T20:32:34.255254] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-23T20:32:34.255286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-23T20:32:34.268925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-23T20:32:34.269419] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-23T20:32:34.270376] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-23T20:32:34.270451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:34.270532] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:34.270594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:34.270661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:34.330088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:34.331185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:34.331296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:34.331331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:34.451981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:34.452213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:34.452259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:34.452288] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:34.456148] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-23T20:32:34.456489] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-23T20:32:34.456663] [INFO ] [sig       ] TAC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:34.610057] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAC.txt
[2025-12-23T20:32:34.610536] [INFO ] [sig       ] [3059/3557] Completed TAC in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-23T20:32:34.610634] [INFO ] [sig       ] [3060/3557] Forecasting TAK...
[2025-12-23T20:32:34.610669] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-23T20:32:34.610705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-23T20:32:34.625586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-23T20:32:34.626150] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-23T20:32:34.627191] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-23T20:32:34.627247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:34.627282] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:34.627311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:34.627369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:34.685682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:34.686873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:34.686972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:34.687007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:34.806075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:34.806317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:34.806377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:34.806411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:34.810489] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-23T20:32:34.810890] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-23T20:32:34.811049] [INFO ] [sig       ] TAK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:34.963361] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAK.txt
[2025-12-23T20:32:34.963551] [INFO ] [sig       ] [3060/3557] Completed TAK in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:34.963647] [INFO ] [sig       ] [3061/3557] Forecasting TAL...
[2025-12-23T20:32:34.963684] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-23T20:32:34.963715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-23T20:32:34.976180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-23T20:32:34.976715] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-23T20:32:34.977644] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-23T20:32:34.977745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:34.977780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:34.977808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:34.977865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:35.035844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:35.036976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:35.037075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:35.037110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:35.156827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:35.157081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:35.157127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:35.157156] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:35.161160] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-23T20:32:35.161472] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-23T20:32:35.161625] [INFO ] [sig       ] TAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:35.313968] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAL.txt
[2025-12-23T20:32:35.314176] [INFO ] [sig       ] [3061/3557] Completed TAL in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:35.314221] [INFO ] [sig       ] [3062/3557] Forecasting TALK...
[2025-12-23T20:32:35.314251] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-23T20:32:35.314282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-23T20:32:35.327795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-23T20:32:35.328306] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-23T20:32:35.329310] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-23T20:32:35.329366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:35.329434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:35.329462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:35.329522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:35.386881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:35.388008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:35.388103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:35.388137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:35.507823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:35.508059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:35.508106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:35.508135] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:35.512426] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-23T20:32:35.512855] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-23T20:32:35.513019] [INFO ] [sig       ] TALK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:35.669534] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TALK.txt
[2025-12-23T20:32:35.669767] [INFO ] [sig       ] [3062/3557] Completed TALK in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:35.669814] [INFO ] [sig       ] [3063/3557] Forecasting TALO...
[2025-12-23T20:32:35.669863] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-23T20:32:35.669901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-23T20:32:35.683478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-23T20:32:35.684041] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-23T20:32:35.685032] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-23T20:32:35.685095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:35.685129] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:35.685158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:35.685219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:35.745343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:35.746601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:35.746698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:35.746733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:35.874656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:35.874920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:35.874978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:35.875009] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:35.879218] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=59.47%)
[2025-12-23T20:32:35.879680] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-23T20:32:35.879839] [INFO ] [sig       ] TALO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:36.030613] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TALO.txt
[2025-12-23T20:32:36.030823] [INFO ] [sig       ] [3063/3557] Completed TALO in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:36.030868] [INFO ] [sig       ] [3064/3557] Forecasting TAOP...
[2025-12-23T20:32:36.030898] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-23T20:32:36.030929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-23T20:32:36.045768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-23T20:32:36.046360] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-23T20:32:36.047332] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-23T20:32:36.047391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:36.047426] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:36.047455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:36.047514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:36.107274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:36.108443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:36.108542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:36.108595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:36.230929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:36.231155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:36.231202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:36.231233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:36.235239] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-23T20:32:36.235556] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-23T20:32:36.235716] [INFO ] [sig       ] TAOP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:36.375913] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAOP.txt
[2025-12-23T20:32:36.376116] [INFO ] [sig       ] [3064/3557] Completed TAOP in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:36.376161] [INFO ] [sig       ] [3065/3557] Forecasting TAP...
[2025-12-23T20:32:36.376192] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-23T20:32:36.376225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-23T20:32:36.390156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-23T20:32:36.390706] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-23T20:32:36.391676] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-23T20:32:36.391734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:36.391767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:36.391793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:36.391852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:36.451045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:36.452228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:36.452339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:36.452375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:36.573048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:36.573288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:36.573336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:36.573417] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:36.577477] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-23T20:32:36.577877] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-23T20:32:36.578035] [INFO ] [sig       ] TAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:36.726310] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAP.txt
[2025-12-23T20:32:36.726529] [INFO ] [sig       ] [3065/3557] Completed TAP in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-23T20:32:36.726589] [INFO ] [sig       ] [3066/3557] Forecasting TARA...
[2025-12-23T20:32:36.726626] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-23T20:32:36.726657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-23T20:32:36.740075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-23T20:32:36.740560] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-23T20:32:36.741435] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-23T20:32:36.741493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:36.741525] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:36.741552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:36.741631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:36.801477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:36.802704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:36.802802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:36.802836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:36.922121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:36.922361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:36.922411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:36.922478] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:36.926398] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-12-23T20:32:36.926736] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-23T20:32:36.926882] [INFO ] [sig       ] TARA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:37.069831] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TARA.txt
[2025-12-23T20:32:37.070064] [INFO ] [sig       ] [3066/3557] Completed TARA in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:37.070108] [INFO ] [sig       ] [3067/3557] Forecasting TARK...
[2025-12-23T20:32:37.070140] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-23T20:32:37.070170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-23T20:32:37.084275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-23T20:32:37.084929] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-23T20:32:37.085922] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-23T20:32:37.085980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:37.086014] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:37.086041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:37.086102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:37.145878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:37.147077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:37.147180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:37.147215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:37.273945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:37.274182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:37.274230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:37.274261] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:37.278177] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-23T20:32:37.278494] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-23T20:32:37.278654] [INFO ] [sig       ] TARK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:37.419645] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TARK.txt
[2025-12-23T20:32:37.419857] [INFO ] [sig       ] [3067/3557] Completed TARK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:37.419899] [INFO ] [sig       ] [3068/3557] Forecasting TARS...
[2025-12-23T20:32:37.419929] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-23T20:32:37.419961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-23T20:32:37.434191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-23T20:32:37.434671] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-23T20:32:37.435642] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-23T20:32:37.435706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:37.435739] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:37.435766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:37.435823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:37.493878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:37.495143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:37.495241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:37.495302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:37.626336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:37.626587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:37.626636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:37.626665] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:37.630792] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-23T20:32:37.631168] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-23T20:32:37.631316] [INFO ] [sig       ] TARS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:37.773831] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TARS.txt
[2025-12-23T20:32:37.774072] [INFO ] [sig       ] [3068/3557] Completed TARS in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:37.774129] [INFO ] [sig       ] [3069/3557] Forecasting TASK...
[2025-12-23T20:32:37.774165] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-23T20:32:37.774198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-23T20:32:37.787713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-23T20:32:37.788163] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-23T20:32:37.789148] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-23T20:32:37.789233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:37.789267] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:37.789295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:37.789354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:37.846375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:37.847173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:37.847262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:37.847293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:37.973183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:37.973353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:37.973406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:37.973436] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:37.977012] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-12-23T20:32:37.977292] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-23T20:32:37.977425] [INFO ] [sig       ] TASK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:38.115556] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TASK.txt
[2025-12-23T20:32:38.115766] [INFO ] [sig       ] [3069/3557] Completed TASK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:38.115812] [INFO ] [sig       ] [3070/3557] Forecasting TAYD...
[2025-12-23T20:32:38.115842] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-23T20:32:38.115881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-23T20:32:38.127840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-23T20:32:38.128245] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-23T20:32:38.129057] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-23T20:32:38.129112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:38.129144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:38.129214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:38.129283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:38.186857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:38.187815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:38.187915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:38.187950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:38.294244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:38.294415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:38.294459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:38.294488] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:38.298024] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-23T20:32:38.298314] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-23T20:32:38.298444] [INFO ] [sig       ] TAYD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:38.441323] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TAYD.txt
[2025-12-23T20:32:38.441499] [INFO ] [sig       ] [3070/3557] Completed TAYD in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:38.441544] [INFO ] [sig       ] [3071/3557] Forecasting TBB...
[2025-12-23T20:32:38.441598] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-23T20:32:38.441632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-23T20:32:38.453621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-23T20:32:38.454039] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-23T20:32:38.454875] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-23T20:32:38.454929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:38.454962] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:38.454990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:38.455048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:38.514626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:38.515497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:38.515610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:38.515646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:38.629785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:38.629949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:38.629990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:38.630017] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:38.633453] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-23T20:32:38.633811] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-23T20:32:38.633947] [INFO ] [sig       ] TBB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:38.780126] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TBB.txt
[2025-12-23T20:32:38.780286] [INFO ] [sig       ] [3071/3557] Completed TBB in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:38.780328] [INFO ] [sig       ] [3072/3557] Forecasting TBBK...
[2025-12-23T20:32:38.780357] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-23T20:32:38.780385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-23T20:32:38.792629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-23T20:32:38.793017] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-23T20:32:38.793858] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-23T20:32:38.793912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:38.793943] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:38.793970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:38.794025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:38.849943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:38.850814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:38.850930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:38.850963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:38.968799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:38.968959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:38.969000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:38.969030] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:38.972457] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-23T20:32:38.972774] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-23T20:32:38.972907] [INFO ] [sig       ] TBBK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:39.112639] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBBK.txt
[2025-12-23T20:32:39.112814] [INFO ] [sig       ] [3072/3557] Completed TBBK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:39.112854] [INFO ] [sig       ] [3073/3557] Forecasting TBI...
[2025-12-23T20:32:39.112886] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-23T20:32:39.112915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-23T20:32:39.123979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-23T20:32:39.124349] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-23T20:32:39.125142] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-23T20:32:39.125196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:39.125227] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:39.125270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:39.125326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:39.181679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:39.182556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:39.182663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:39.182696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:39.304127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:39.304283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:39.304324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:39.304355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:39.307770] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-23T20:32:39.308063] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-23T20:32:39.308194] [INFO ] [sig       ] TBI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:39.448897] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBI.txt
[2025-12-23T20:32:39.449055] [INFO ] [sig       ] [3073/3557] Completed TBI in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:39.449096] [INFO ] [sig       ] [3074/3557] Forecasting TBIL...
[2025-12-23T20:32:39.449126] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-23T20:32:39.449184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-23T20:32:39.460205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-23T20:32:39.460596] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-23T20:32:39.461354] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-23T20:32:39.461407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:39.461438] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:39.461464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:39.461520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:39.522045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:39.523000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:39.523086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:39.523119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:39.581466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:39.581637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:39.581682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:39.581713] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:39.585105] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-23T20:32:39.585395] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-23T20:32:39.585520] [INFO ] [sig       ] TBIL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:39.742789] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBIL.txt
[2025-12-23T20:32:39.742953] [INFO ] [sig       ] [3074/3557] Completed TBIL in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:39.742994] [INFO ] [sig       ] [3075/3557] Forecasting TBLA...
[2025-12-23T20:32:39.743022] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-23T20:32:39.743051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-23T20:32:39.754339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-23T20:32:39.754701] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-23T20:32:39.755456] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-23T20:32:39.755508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:39.755540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:39.755566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:39.755647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:39.811557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:39.812413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:39.812495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:39.812526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:39.929535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:39.929704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:39.929745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:39.929773] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:39.933076] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-23T20:32:39.933340] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-23T20:32:39.933462] [INFO ] [sig       ] TBLA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:40.071777] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TBLA.txt
[2025-12-23T20:32:40.071947] [INFO ] [sig       ] [3075/3557] Completed TBLA in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:40.071989] [INFO ] [sig       ] [3076/3557] Forecasting TBLD...
[2025-12-23T20:32:40.072020] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-23T20:32:40.072049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-23T20:32:40.084009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-23T20:32:40.084417] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-23T20:32:40.085250] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-23T20:32:40.085304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:40.085336] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:40.085363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:40.085419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:40.142497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:40.143370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:40.143453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:40.143486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:40.260028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:40.260191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:40.260232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:40.260261] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:40.263723] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-23T20:32:40.264016] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-23T20:32:40.264147] [INFO ] [sig       ] TBLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:40.404009] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBLD.txt
[2025-12-23T20:32:40.404169] [INFO ] [sig       ] [3076/3557] Completed TBLD in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-23T20:32:40.404210] [INFO ] [sig       ] [3077/3557] Forecasting TBPH...
[2025-12-23T20:32:40.404240] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-23T20:32:40.404270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-23T20:32:40.415242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-23T20:32:40.415523] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-23T20:32:40.416286] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-23T20:32:40.416338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:40.416370] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:40.416396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:40.416451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:40.472685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:40.473538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:40.473644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:40.473677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:40.590199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:40.590355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:40.590395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:40.590424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:40.593846] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-23T20:32:40.594145] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-23T20:32:40.594278] [INFO ] [sig       ] TBPH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:40.740291] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBPH.txt
[2025-12-23T20:32:40.740467] [INFO ] [sig       ] [3077/3557] Completed TBPH in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:40.740509] [INFO ] [sig       ] [3078/3557] Forecasting TBRG...
[2025-12-23T20:32:40.740539] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-23T20:32:40.740568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-23T20:32:40.752142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-23T20:32:40.752514] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-23T20:32:40.753326] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-23T20:32:40.753380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:40.753412] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:40.753438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:40.753494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:40.809566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:40.810497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:40.810609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:40.810644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:40.927093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:40.927251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:40.927292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:40.927321] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:40.930809] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-23T20:32:40.931112] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-23T20:32:40.931240] [INFO ] [sig       ] TBRG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:41.081266] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TBRG.txt
[2025-12-23T20:32:41.081425] [INFO ] [sig       ] [3078/3557] Completed TBRG in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:41.081467] [INFO ] [sig       ] [3079/3557] Forecasting TCBI...
[2025-12-23T20:32:41.081504] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-23T20:32:41.081533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-23T20:32:41.092598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-23T20:32:41.092960] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-23T20:32:41.093756] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-23T20:32:41.093808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:41.093882] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:41.093911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:41.093967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:41.150338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:41.151207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:41.151295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:41.151327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:41.270252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:41.270431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:41.270472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:41.270502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:41.274143] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-23T20:32:41.274446] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-23T20:32:41.274607] [INFO ] [sig       ] TCBI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:41.415137] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TCBI.txt
[2025-12-23T20:32:41.415332] [INFO ] [sig       ] [3079/3557] Completed TCBI in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:41.415382] [INFO ] [sig       ] [3080/3557] Forecasting TCBIO...
[2025-12-23T20:32:41.415413] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-23T20:32:41.415442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-23T20:32:41.428561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-23T20:32:41.429008] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-23T20:32:41.429896] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-23T20:32:41.429950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:41.429991] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:41.430025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:41.430082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:41.488426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:41.489337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:41.489420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:41.489455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:41.596517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:41.596679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:41.596721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:41.596750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:41.600166] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-12-23T20:32:41.600443] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-23T20:32:41.600587] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:41.738969] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TCBIO.txt
[2025-12-23T20:32:41.739130] [INFO ] [sig       ] [3080/3557] Completed TCBIO in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:41.739196] [INFO ] [sig       ] [3081/3557] Forecasting TCBK...
[2025-12-23T20:32:41.739229] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-23T20:32:41.739260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-23T20:32:41.751095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-23T20:32:41.751430] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-23T20:32:41.752215] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-23T20:32:41.752269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:41.752303] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:41.752330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:41.752399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:41.812458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:41.813561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:41.813682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:41.813727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:41.934376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:41.934532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:41.934588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:41.934620] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:41.937908] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-12-23T20:32:41.938176] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-23T20:32:41.938301] [INFO ] [sig       ] TCBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:42.075357] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TCBK.txt
[2025-12-23T20:32:42.075500] [INFO ] [sig       ] [3081/3557] Completed TCBK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:42.075541] [INFO ] [sig       ] [3082/3557] Forecasting TCBX...
[2025-12-23T20:32:42.075588] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-23T20:32:42.075622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-23T20:32:42.326032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-23T20:32:42.326354] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-23T20:32:42.327136] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-23T20:32:42.327188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:42.327220] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:42.327246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:42.327301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:42.385685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:42.386551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:42.386654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:42.386688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:42.505296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:42.505448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:42.505488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:42.505566] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:42.508899] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-23T20:32:42.509192] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-23T20:32:42.509321] [INFO ] [sig       ] TCBX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:42.647982] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TCBX.txt
[2025-12-23T20:32:42.648200] [INFO ] [sig       ] [3082/3557] Completed TCBX in 0.6s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:42.648258] [INFO ] [sig       ] [3083/3557] Forecasting TCMD...
[2025-12-23T20:32:42.648301] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-23T20:32:42.648342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-23T20:32:42.660331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-23T20:32:42.660724] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-23T20:32:42.661539] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-23T20:32:42.661632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:42.661670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:42.661701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:42.661762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:42.717922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:42.718799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:42.718887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:42.718920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:42.845620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:42.845797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:42.845848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:42.845888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:42.850199] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-23T20:32:42.850625] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-23T20:32:42.850780] [INFO ] [sig       ] TCMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:43.000115] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TCMD.txt
[2025-12-23T20:32:43.000281] [INFO ] [sig       ] [3083/3557] Completed TCMD in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-23T20:32:43.000323] [INFO ] [sig       ] [3084/3557] Forecasting TCOM...
[2025-12-23T20:32:43.000352] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-23T20:32:43.000394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-23T20:32:43.011973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-23T20:32:43.012350] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-23T20:32:43.013138] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-23T20:32:43.013191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:43.013223] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:43.013249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:43.013306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:43.068887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:43.069658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:43.069738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:43.069775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:43.189630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:43.189792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:43.189839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:43.189869] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:43.193374] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-23T20:32:43.193691] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-23T20:32:43.193832] [INFO ] [sig       ] TCOM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:43.332856] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TCOM.txt
[2025-12-23T20:32:43.332982] [INFO ] [sig       ] [3084/3557] Completed TCOM in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:43.333019] [INFO ] [sig       ] [3085/3557] Forecasting TCPC...
[2025-12-23T20:32:43.333048] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-23T20:32:43.333078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-23T20:32:43.344291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-23T20:32:43.344613] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-23T20:32:43.345378] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-23T20:32:43.345430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:43.345461] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:43.345486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:43.345541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:43.401344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:43.402090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:43.402171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:43.402204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:43.526373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:43.526526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:43.526583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:43.526616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:43.529982] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-23T20:32:43.530254] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-23T20:32:43.530380] [INFO ] [sig       ] TCPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:43.679101] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TCPC.txt
[2025-12-23T20:32:43.679280] [INFO ] [sig       ] [3085/3557] Completed TCPC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:43.679344] [INFO ] [sig       ] [3086/3557] Forecasting TCX...
[2025-12-23T20:32:43.679379] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-23T20:32:43.679409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-23T20:32:43.691622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-23T20:32:43.691973] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-23T20:32:43.692868] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-23T20:32:43.692931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:43.692976] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:43.693013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:43.693077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:43.757325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:43.758156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:43.758238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:43.758272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:43.873509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:43.873690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:43.873743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:43.873774] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:43.877277] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-23T20:32:43.877589] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-23T20:32:43.877728] [INFO ] [sig       ] TCX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:44.023806] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TCX.txt
[2025-12-23T20:32:44.024020] [INFO ] [sig       ] [3086/3557] Completed TCX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:44.024077] [INFO ] [sig       ] [3087/3557] Forecasting TD...
[2025-12-23T20:32:44.024116] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-23T20:32:44.024156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-23T20:32:44.035518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-23T20:32:44.035853] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-23T20:32:44.036659] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-23T20:32:44.036711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:44.036743] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:44.036769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:44.036824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:44.092814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:44.093537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:44.093636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:44.093672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:44.215509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:44.215692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:44.215733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:44.215761] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:44.219414] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-23T20:32:44.219778] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-23T20:32:44.219923] [INFO ] [sig       ] TD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:44.367138] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TD.txt
[2025-12-23T20:32:44.367295] [INFO ] [sig       ] [3087/3557] Completed TD in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:44.367336] [INFO ] [sig       ] [3088/3557] Forecasting TDC...
[2025-12-23T20:32:44.367366] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-23T20:32:44.367396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-23T20:32:44.380034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-23T20:32:44.380488] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-23T20:32:44.381452] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-23T20:32:44.381519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:44.381552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:44.381596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:44.381654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:44.438072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:44.438914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:44.438993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:44.439025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:44.567591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:44.567749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:44.567801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:44.567834] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:44.571288] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-12-23T20:32:44.571621] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-23T20:32:44.571758] [INFO ] [sig       ] TDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:44.713669] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TDC.txt
[2025-12-23T20:32:44.713813] [INFO ] [sig       ] [3088/3557] Completed TDC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:44.713852] [INFO ] [sig       ] [3089/3557] Forecasting TDF...
[2025-12-23T20:32:44.713884] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-23T20:32:44.713913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-23T20:32:44.724887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-23T20:32:44.725184] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-23T20:32:44.725966] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-23T20:32:44.726019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:44.726052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:44.726081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:44.726138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:44.784567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:44.785418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:44.785496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:44.785564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:44.902322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:44.902476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:44.902516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:44.902547] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:44.905928] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-23T20:32:44.906207] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-23T20:32:44.906331] [INFO ] [sig       ] TDF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:45.048408] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TDF.txt
[2025-12-23T20:32:45.048554] [INFO ] [sig       ] [3089/3557] Completed TDF in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:45.048614] [INFO ] [sig       ] [3090/3557] Forecasting TDG...
[2025-12-23T20:32:45.048645] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-23T20:32:45.048675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-23T20:32:45.060152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-23T20:32:45.060448] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-23T20:32:45.061236] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-23T20:32:45.061290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:45.061322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:45.061350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:45.061406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:45.119101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:45.119800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:45.119894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:45.119927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:45.238294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:45.238411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:45.238475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:45.238512] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:45.241776] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-23T20:32:45.242050] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-23T20:32:45.242176] [INFO ] [sig       ] TDG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:45.386799] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TDG.txt
[2025-12-23T20:32:45.386929] [INFO ] [sig       ] [3090/3557] Completed TDG in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:45.386969] [INFO ] [sig       ] [3091/3557] Forecasting TDS...
[2025-12-23T20:32:45.386997] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-23T20:32:45.387025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-23T20:32:45.398668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-23T20:32:45.398959] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-23T20:32:45.399819] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-23T20:32:45.399882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:45.399922] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:45.399951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:45.400008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:45.456092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:45.456717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:45.456792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:45.456824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:45.573751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:45.573896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:45.573934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:45.573962] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:45.577303] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-23T20:32:45.577590] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-23T20:32:45.577722] [INFO ] [sig       ] TDS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:45.716398] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TDS.txt
[2025-12-23T20:32:45.716522] [INFO ] [sig       ] [3091/3557] Completed TDS in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:45.716560] [INFO ] [sig       ] [3092/3557] Forecasting TDSC...
[2025-12-23T20:32:45.716618] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-23T20:32:45.716650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-23T20:32:45.726977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-23T20:32:45.727250] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-23T20:32:45.728018] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-23T20:32:45.728070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:45.728105] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:45.728141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:45.728239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:45.785859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:45.786569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:45.786669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:45.786701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:45.892930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:45.893053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:45.893094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:45.893123] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:45.896511] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-23T20:32:45.896802] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-23T20:32:45.896928] [INFO ] [sig       ] TDSC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:46.035021] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TDSC.txt
[2025-12-23T20:32:46.035184] [INFO ] [sig       ] [3092/3557] Completed TDSC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:46.035239] [INFO ] [sig       ] [3093/3557] Forecasting TDUP...
[2025-12-23T20:32:46.035281] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-23T20:32:46.035322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-23T20:32:46.046297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-23T20:32:46.046626] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-23T20:32:46.047429] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-23T20:32:46.047482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:46.047516] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:46.047551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:46.047632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:46.106274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:46.107025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:46.107102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:46.107134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:46.225720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:46.225845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:46.225882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:46.225909] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:46.229142] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-12-23T20:32:46.229421] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-23T20:32:46.229544] [INFO ] [sig       ] TDUP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:46.367200] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TDUP.txt
[2025-12-23T20:32:46.367316] [INFO ] [sig       ] [3093/3557] Completed TDUP in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:46.367354] [INFO ] [sig       ] [3094/3557] Forecasting TDY...
[2025-12-23T20:32:46.367383] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-23T20:32:46.367413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-23T20:32:46.378921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-23T20:32:46.379239] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-23T20:32:46.380099] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-23T20:32:46.380152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:46.380196] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:46.380226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:46.380283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:46.435957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:46.436546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:46.436647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:46.436684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:46.553267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:46.553413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:46.553452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:46.553482] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:46.556786] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-23T20:32:46.557060] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-23T20:32:46.557185] [INFO ] [sig       ] TDY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:46.694029] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TDY.txt
[2025-12-23T20:32:46.694152] [INFO ] [sig       ] [3094/3557] Completed TDY in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-23T20:32:46.694190] [INFO ] [sig       ] [3095/3557] Forecasting TEAM...
[2025-12-23T20:32:46.694220] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-23T20:32:46.694250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-23T20:32:46.705505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-23T20:32:46.705827] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-23T20:32:46.706647] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-23T20:32:46.706700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:46.706733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:46.706761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:46.706817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:46.762077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:46.762683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:46.762760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:46.762791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:46.884335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:46.884525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:46.884566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:46.884616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:46.888405] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-23T20:32:46.888826] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-23T20:32:46.888976] [INFO ] [sig       ] TEAM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:47.027614] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TEAM.txt
[2025-12-23T20:32:47.027740] [INFO ] [sig       ] [3095/3557] Completed TEAM in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:47.027778] [INFO ] [sig       ] [3096/3557] Forecasting TECH...
[2025-12-23T20:32:47.027809] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-23T20:32:47.027837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-23T20:32:47.042554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-23T20:32:47.043100] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-23T20:32:47.044086] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-23T20:32:47.044141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:47.044217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:47.044247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:47.044310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:47.101743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:47.102859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:47.102953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:47.102986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:47.234205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:47.234469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:47.234538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:47.234608] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:47.238846] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-23T20:32:47.239195] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-23T20:32:47.239352] [INFO ] [sig       ] TECH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:47.380492] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TECH.txt
[2025-12-23T20:32:47.380712] [INFO ] [sig       ] [3096/3557] Completed TECH in 0.4s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:47.380757] [INFO ] [sig       ] [3097/3557] Forecasting TECK...
[2025-12-23T20:32:47.380787] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-23T20:32:47.380817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-23T20:32:47.393543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-23T20:32:47.394005] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-23T20:32:47.394945] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-23T20:32:47.394999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:47.395031] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:47.395057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:47.395114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:47.452176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:47.453187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:47.453282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:47.453314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:47.580263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:47.580504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:47.580551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:47.580597] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:47.584457] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-23T20:32:47.584782] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-23T20:32:47.584918] [INFO ] [sig       ] TECK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:47.726091] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TECK.txt
[2025-12-23T20:32:47.726286] [INFO ] [sig       ] [3097/3557] Completed TECK in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:47.726331] [INFO ] [sig       ] [3098/3557] Forecasting TECX...
[2025-12-23T20:32:47.726370] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-23T20:32:47.726401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-23T20:32:47.740151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-23T20:32:47.740665] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-23T20:32:47.741560] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-23T20:32:47.741640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:47.741683] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:47.741711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:47.741768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:47.801128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:47.802259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:47.802354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:47.802402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:47.925734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:47.925964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:47.926007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:47.926036] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:47.929891] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-23T20:32:47.930195] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-23T20:32:47.930337] [INFO ] [sig       ] TECX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:48.078730] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TECX.txt
[2025-12-23T20:32:48.078944] [INFO ] [sig       ] [3098/3557] Completed TECX in 0.4s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:48.078998] [INFO ] [sig       ] [3099/3557] Forecasting TEF...
[2025-12-23T20:32:48.079029] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-23T20:32:48.079061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-23T20:32:48.092340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-23T20:32:48.092769] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-23T20:32:48.093716] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-23T20:32:48.093771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:48.093804] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:48.093831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:48.093889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:48.152852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:48.154039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:48.154135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:48.154170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:48.274655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:48.274900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:48.274950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:48.275027] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:48.278923] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-23T20:32:48.279257] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-23T20:32:48.279405] [INFO ] [sig       ] TEF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:48.421775] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TEF.txt
[2025-12-23T20:32:48.421951] [INFO ] [sig       ] [3099/3557] Completed TEF in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:48.421994] [INFO ] [sig       ] [3100/3557] Forecasting TEI...
[2025-12-23T20:32:48.422026] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-23T20:32:48.422057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-23T20:32:48.435828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-23T20:32:48.436290] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-23T20:32:48.437207] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-23T20:32:48.437264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:48.437298] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:48.437324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:48.437381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:48.505867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:48.507052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:48.507159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:48.507213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:48.625616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:48.625770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:48.625811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:48.625839] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:48.629251] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-23T20:32:48.629523] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-23T20:32:48.629666] [INFO ] [sig       ] TEI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:48.766788] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TEI.txt
[2025-12-23T20:32:48.766941] [INFO ] [sig       ] [3100/3557] Completed TEI in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-23T20:32:48.766981] [INFO ] [sig       ] [3101/3557] Forecasting TELO...
[2025-12-23T20:32:48.767011] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-23T20:32:48.767041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-23T20:32:48.781787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-23T20:32:48.782532] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-23T20:32:48.783848] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-23T20:32:48.783939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:48.783990] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:48.784026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:48.784109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:48.850518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:48.851734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:48.851837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:48.851873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:48.973823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:48.974070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:48.974119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:48.974177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:48.978361] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-23T20:32:48.978765] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-23T20:32:48.978938] [INFO ] [sig       ] TELO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:49.121301] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TELO.txt
[2025-12-23T20:32:49.121475] [INFO ] [sig       ] [3101/3557] Completed TELO in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:49.121519] [INFO ] [sig       ] [3102/3557] Forecasting TEM...
[2025-12-23T20:32:49.121547] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-23T20:32:49.121597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-23T20:32:49.134380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-23T20:32:49.134883] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-23T20:32:49.135856] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-23T20:32:49.135910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:49.135942] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:49.135968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:49.136027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:49.197642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:49.198773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:49.198873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:49.198907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:49.324354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:49.324619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:49.324671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:49.324702] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:49.329065] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=56.15%)
[2025-12-23T20:32:49.329705] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-23T20:32:49.329890] [INFO ] [sig       ] TEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:49.476626] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TEM.txt
[2025-12-23T20:32:49.476847] [INFO ] [sig       ] [3102/3557] Completed TEM in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:49.476892] [INFO ] [sig       ] [3103/3557] Forecasting TENB...
[2025-12-23T20:32:49.476925] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-23T20:32:49.476956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-23T20:32:49.490511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-23T20:32:49.491000] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-23T20:32:49.491948] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-23T20:32:49.492006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:49.492041] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:49.492068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:49.492128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:49.554742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:49.555988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:49.556114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:49.556180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:49.688041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:49.688292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:49.688345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:49.688378] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:49.692719] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-23T20:32:49.693084] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-23T20:32:49.693234] [INFO ] [sig       ] TENB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:49.840524] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TENB.txt
[2025-12-23T20:32:49.840764] [INFO ] [sig       ] [3103/3557] Completed TENB in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:49.840820] [INFO ] [sig       ] [3104/3557] Forecasting TENX...
[2025-12-23T20:32:49.840850] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-23T20:32:49.840884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-23T20:32:49.853810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-23T20:32:49.854173] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-23T20:32:49.855007] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-23T20:32:49.855061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:49.855092] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:49.855117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:49.855172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:49.911107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:49.911791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:49.911870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:49.911902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:50.017905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:50.018071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:50.018112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:50.018140] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:50.021538] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-12-23T20:32:50.021826] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-23T20:32:50.021948] [INFO ] [sig       ] TENX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:50.171150] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TENX.txt
[2025-12-23T20:32:50.171308] [INFO ] [sig       ] [3104/3557] Completed TENX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:50.171348] [INFO ] [sig       ] [3105/3557] Forecasting TEO...
[2025-12-23T20:32:50.171379] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-23T20:32:50.171408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-23T20:32:50.182808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-23T20:32:50.183123] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-23T20:32:50.183930] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-23T20:32:50.183995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:50.184035] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:50.184083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:50.184146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:50.240519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:50.241395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:50.241477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:50.241509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:50.360825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:50.360986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:50.361024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:50.361055] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:50.365426] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-23T20:32:50.365718] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-23T20:32:50.365842] [INFO ] [sig       ] TEO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:50.520865] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TEO.txt
[2025-12-23T20:32:50.521071] [INFO ] [sig       ] [3105/3557] Completed TEO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:50.521125] [INFO ] [sig       ] [3106/3557] Forecasting TERN...
[2025-12-23T20:32:50.521161] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-23T20:32:50.521197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-23T20:32:50.532735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-23T20:32:50.533041] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-23T20:32:50.533866] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-23T20:32:50.533921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:50.533954] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:50.533982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:50.534038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:50.589373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:50.590078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:50.590186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:50.590219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:50.710371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:50.710501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:50.710542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:50.710588] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:50.714024] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2025-12-23T20:32:50.714296] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-23T20:32:50.714422] [INFO ] [sig       ] TERN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:50.855235] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TERN.txt
[2025-12-23T20:32:50.855374] [INFO ] [sig       ] [3106/3557] Completed TERN in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:50.855413] [INFO ] [sig       ] [3107/3557] Forecasting TEVA...
[2025-12-23T20:32:50.855443] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-23T20:32:50.855474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-23T20:32:50.866963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-23T20:32:50.867251] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-23T20:32:50.868050] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-23T20:32:50.868102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:50.868133] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:50.868159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:50.868215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:50.924229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:50.924891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:50.924967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:50.924998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:51.040388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:51.040537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:51.040592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:51.040623] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:51.043961] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-23T20:32:51.044226] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-23T20:32:51.044351] [INFO ] [sig       ] TEVA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:51.184754] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TEVA.txt
[2025-12-23T20:32:51.184884] [INFO ] [sig       ] [3107/3557] Completed TEVA in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:51.184924] [INFO ] [sig       ] [3108/3557] Forecasting TEX...
[2025-12-23T20:32:51.184953] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-23T20:32:51.184986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-23T20:32:51.198524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-23T20:32:51.198816] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-23T20:32:51.199617] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-23T20:32:51.199669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:51.199700] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:51.199727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:51.199783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:51.255113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:51.255736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:51.255831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:51.255863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:51.377009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:51.377166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:51.377206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:51.377234] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:51.380604] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-23T20:32:51.380874] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-23T20:32:51.381002] [INFO ] [sig       ] TEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:51.519367] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TEX.txt
[2025-12-23T20:32:51.519508] [INFO ] [sig       ] [3108/3557] Completed TEX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:51.519549] [INFO ] [sig       ] [3109/3557] Forecasting TFC...
[2025-12-23T20:32:51.519597] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-23T20:32:51.519635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-23T20:32:51.530733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-23T20:32:51.531016] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-23T20:32:51.531784] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-23T20:32:51.531836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:51.531868] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:51.531895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:51.531950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:51.587654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:51.588308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:51.588390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:51.588422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:51.709553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:51.709720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:51.709778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:51.709807] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:51.713093] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-23T20:32:51.713363] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-23T20:32:51.713485] [INFO ] [sig       ] TFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:51.851390] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TFC.txt
[2025-12-23T20:32:51.851533] [INFO ] [sig       ] [3109/3557] Completed TFC in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:51.851588] [INFO ] [sig       ] [3110/3557] Forecasting TFII...
[2025-12-23T20:32:51.851620] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-23T20:32:51.851649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-23T20:32:51.863082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-23T20:32:51.863350] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-23T20:32:51.864294] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-23T20:32:51.864345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:51.864378] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:51.864404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:51.864459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:51.921262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:51.922001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:51.922079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:51.922111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:52.038678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:52.038842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:52.038881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:52.038908] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:52.042404] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-23T20:32:52.042698] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-23T20:32:52.042830] [INFO ] [sig       ] TFII: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:52.180005] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TFII.txt
[2025-12-23T20:32:52.180128] [INFO ] [sig       ] [3110/3557] Completed TFII in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:52.180167] [INFO ] [sig       ] [3111/3557] Forecasting TFIN...
[2025-12-23T20:32:52.180196] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-23T20:32:52.180225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-23T20:32:52.191428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-23T20:32:52.191741] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-23T20:32:52.192491] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-23T20:32:52.192543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:52.192590] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:52.192619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:52.192674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:52.248540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:52.249198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:52.249276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:52.249308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:52.360633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:52.360779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:52.360819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:52.360847] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:52.364145] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-23T20:32:52.364410] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-23T20:32:52.364531] [INFO ] [sig       ] TFIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:52.503099] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TFIN.txt
[2025-12-23T20:32:52.503320] [INFO ] [sig       ] [3111/3557] Completed TFIN in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-23T20:32:52.503414] [INFO ] [sig       ] [3112/3557] Forecasting TFPM...
[2025-12-23T20:32:52.503450] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-23T20:32:52.503486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-23T20:32:52.515185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-23T20:32:52.515537] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-23T20:32:52.516311] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-23T20:32:52.516363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:52.516395] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:52.516421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:52.516477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:52.571982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:52.572596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:52.572671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:52.572703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:52.693373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:52.693516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:52.693555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:52.693601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:52.696929] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-23T20:32:52.697197] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-23T20:32:52.697317] [INFO ] [sig       ] TFPM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:52.835299] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TFPM.txt
[2025-12-23T20:32:52.835418] [INFO ] [sig       ] [3112/3557] Completed TFPM in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:52.835456] [INFO ] [sig       ] [3113/3557] Forecasting TFSL...
[2025-12-23T20:32:52.835485] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-23T20:32:52.835516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-23T20:32:52.847775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-23T20:32:52.848070] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-23T20:32:52.848845] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-23T20:32:52.848897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:52.848953] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:52.848981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:52.849037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:52.904565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:52.905214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:52.905290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:52.905321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:53.021711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:53.021838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:53.021877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:53.021905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:53.025155] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-23T20:32:53.025418] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-23T20:32:53.025538] [INFO ] [sig       ] TFSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:53.163166] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TFSL.txt
[2025-12-23T20:32:53.163298] [INFO ] [sig       ] [3113/3557] Completed TFSL in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:53.163337] [INFO ] [sig       ] [3114/3557] Forecasting TG...
[2025-12-23T20:32:53.163366] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-23T20:32:53.163396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-23T20:32:53.174089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-23T20:32:53.174382] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-23T20:32:53.175152] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-23T20:32:53.175204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:53.175234] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:53.175261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:53.175315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:53.243034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:53.243918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:53.243999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:53.244036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:53.358423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:53.358546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:53.358602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:53.358632] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:53.361855] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-23T20:32:53.362125] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-23T20:32:53.362244] [INFO ] [sig       ] TG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:53.504097] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TG.txt
[2025-12-23T20:32:53.504314] [INFO ] [sig       ] [3114/3557] Completed TG in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:53.504389] [INFO ] [sig       ] [3115/3557] Forecasting TGLS...
[2025-12-23T20:32:53.504462] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-23T20:32:53.504509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-23T20:32:53.516001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-23T20:32:53.516291] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-23T20:32:53.517132] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-23T20:32:53.517187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:53.517218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:53.517245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:53.517301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:53.573010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:53.573662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:53.573738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:53.573775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:53.690423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:53.690546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:53.690601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:53.690632] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:53.693828] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-23T20:32:53.694091] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-23T20:32:53.694215] [INFO ] [sig       ] TGLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:53.830748] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TGLS.txt
[2025-12-23T20:32:53.830861] [INFO ] [sig       ] [3115/3557] Completed TGLS in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:53.830899] [INFO ] [sig       ] [3116/3557] Forecasting TGNA...
[2025-12-23T20:32:53.830928] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-23T20:32:53.830959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-23T20:32:53.842789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-23T20:32:53.843124] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-23T20:32:53.843911] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-23T20:32:53.843963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:53.843993] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:53.844020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:53.844076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:53.900076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:53.900712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:53.900788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:53.900819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:54.019063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:54.019207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:54.019247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:54.019303] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:54.022543] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-23T20:32:54.022834] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-23T20:32:54.022959] [INFO ] [sig       ] TGNA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:54.160348] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TGNA.txt
[2025-12-23T20:32:54.160463] [INFO ] [sig       ] [3116/3557] Completed TGNA in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:54.160500] [INFO ] [sig       ] [3117/3557] Forecasting TGS...
[2025-12-23T20:32:54.160530] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-23T20:32:54.160559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-23T20:32:54.171610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-23T20:32:54.171883] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-23T20:32:54.172646] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-23T20:32:54.172698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:54.172729] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:54.172756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:54.172811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:54.228883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:54.229501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:54.229592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:54.229626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:54.342272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:54.342398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:54.342436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:54.342463] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:54.345710] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-12-23T20:32:54.345970] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-23T20:32:54.346096] [INFO ] [sig       ] TGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:54.484159] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TGS.txt
[2025-12-23T20:32:54.484461] [INFO ] [sig       ] [3117/3557] Completed TGS in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:54.484499] [INFO ] [sig       ] [3118/3557] Forecasting TGTX...
[2025-12-23T20:32:54.484529] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-23T20:32:54.484558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-23T20:32:54.495816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-23T20:32:54.496100] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-23T20:32:54.496871] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-23T20:32:54.496935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:54.496966] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:54.496993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:54.497050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:54.552928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:54.553618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:54.553696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:54.553727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:54.674859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:54.675020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:54.675063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:54.675093] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:54.678448] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-23T20:32:54.678735] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-23T20:32:54.678867] [INFO ] [sig       ] TGTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:54.817012] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TGTX.txt
[2025-12-23T20:32:54.817127] [INFO ] [sig       ] [3118/3557] Completed TGTX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-23T20:32:54.817165] [INFO ] [sig       ] [3119/3557] Forecasting TH...
[2025-12-23T20:32:54.817195] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-23T20:32:54.817225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-23T20:32:54.828793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-23T20:32:54.829075] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-23T20:32:54.829878] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-23T20:32:54.829930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:54.829961] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:54.829987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:54.830042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:54.885172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:54.885771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:54.885846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:54.885892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:55.005090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:55.005213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:55.005250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:55.005278] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:55.008454] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-23T20:32:55.008736] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-23T20:32:55.008858] [INFO ] [sig       ] TH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:55.146022] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TH.txt
[2025-12-23T20:32:55.146140] [INFO ] [sig       ] [3119/3557] Completed TH in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:55.146178] [INFO ] [sig       ] [3120/3557] Forecasting THC...
[2025-12-23T20:32:55.146206] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-23T20:32:55.146237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-23T20:32:55.157114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-23T20:32:55.157394] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-23T20:32:55.158166] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-23T20:32:55.158218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:55.158249] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:55.158274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:55.158329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:55.214095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:55.214719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:55.214794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:55.214826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:55.335069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:55.335175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:55.335211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:55.335240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:55.338366] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-23T20:32:55.338639] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-23T20:32:55.338762] [INFO ] [sig       ] THC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:55.485826] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THC.txt
[2025-12-23T20:32:55.486027] [INFO ] [sig       ] [3120/3557] Completed THC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:55.486092] [INFO ] [sig       ] [3121/3557] Forecasting THFF...
[2025-12-23T20:32:55.486132] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-23T20:32:55.486169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-23T20:32:55.498250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-23T20:32:55.498619] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-23T20:32:55.499559] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-23T20:32:55.499644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:55.499694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:55.499736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:55.499812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:55.562322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:55.563104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:55.563191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:55.563227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:55.694256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:55.694430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:55.694473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:55.694502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:55.698005] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-23T20:32:55.698290] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-23T20:32:55.698418] [INFO ] [sig       ] THFF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:55.836358] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/THFF.txt
[2025-12-23T20:32:55.836509] [INFO ] [sig       ] [3121/3557] Completed THFF in 0.4s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:55.836562] [INFO ] [sig       ] [3122/3557] Forecasting THG...
[2025-12-23T20:32:55.836611] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-23T20:32:55.836642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-23T20:32:55.848866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-23T20:32:55.849194] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-23T20:32:55.849993] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-23T20:32:55.850045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:55.850077] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:55.850103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:55.850157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:55.906347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:55.906979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:55.907056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:55.907088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:56.027180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:56.027302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:56.027340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:56.027367] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:56.030644] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-23T20:32:56.030909] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-23T20:32:56.031030] [INFO ] [sig       ] THG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:56.168988] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THG.txt
[2025-12-23T20:32:56.169118] [INFO ] [sig       ] [3122/3557] Completed THG in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:56.169170] [INFO ] [sig       ] [3123/3557] Forecasting THO...
[2025-12-23T20:32:56.169199] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-23T20:32:56.169230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-23T20:32:56.180196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-23T20:32:56.180488] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-23T20:32:56.181277] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-23T20:32:56.181331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:56.181363] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:56.181391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:56.181447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:56.237985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:56.238633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:56.238735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:56.238768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:56.360746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:56.360904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:56.360946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:56.360974] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:56.364288] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-23T20:32:56.364555] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-23T20:32:56.364713] [INFO ] [sig       ] THO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:56.502273] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THO.txt
[2025-12-23T20:32:56.502399] [INFO ] [sig       ] [3123/3557] Completed THO in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:56.502439] [INFO ] [sig       ] [3124/3557] Forecasting THQ...
[2025-12-23T20:32:56.502469] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-23T20:32:56.502498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-23T20:32:56.514142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-23T20:32:56.514468] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-23T20:32:56.515239] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-23T20:32:56.515292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:56.515324] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:56.515350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:56.515406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:56.570935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:56.571609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:56.571688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:56.571720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:56.685992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:56.686114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:56.686151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:56.686180] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:56.689437] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-23T20:32:56.689725] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-23T20:32:56.689850] [INFO ] [sig       ] THQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:56.827114] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THQ.txt
[2025-12-23T20:32:56.827237] [INFO ] [sig       ] [3124/3557] Completed THQ in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:56.827276] [INFO ] [sig       ] [3125/3557] Forecasting THRM...
[2025-12-23T20:32:56.827304] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-23T20:32:56.827333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-23T20:32:56.839467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-23T20:32:56.839849] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-23T20:32:56.840659] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-23T20:32:56.840712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:56.840742] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:56.840769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:56.840823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:56.895533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:56.896292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:56.896373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:56.896404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:57.015482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:57.015682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:57.015743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:57.015772] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:57.019208] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-23T20:32:57.019488] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-23T20:32:57.019633] [INFO ] [sig       ] THRM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:57.156413] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THRM.txt
[2025-12-23T20:32:57.156607] [INFO ] [sig       ] [3125/3557] Completed THRM in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:57.156651] [INFO ] [sig       ] [3126/3557] Forecasting THRY...
[2025-12-23T20:32:57.156680] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-23T20:32:57.156709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-23T20:32:57.168318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-23T20:32:57.168650] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-23T20:32:57.169446] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-23T20:32:57.169498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:57.169530] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:57.169555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:57.169637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:57.224695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:57.225368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:57.225446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:57.225477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:57.345361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:57.345532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:57.345590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:57.345621] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:57.349034] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-23T20:32:57.349360] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-23T20:32:57.349498] [INFO ] [sig       ] THRY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:57.485977] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THRY.txt
[2025-12-23T20:32:57.486173] [INFO ] [sig       ] [3126/3557] Completed THRY in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:57.486217] [INFO ] [sig       ] [3127/3557] Forecasting THS...
[2025-12-23T20:32:57.486247] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-23T20:32:57.486275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-23T20:32:57.497862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-23T20:32:57.498225] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-23T20:32:57.499001] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-23T20:32:57.499053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:57.499086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:57.499114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:57.499253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:57.554527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:57.555367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:57.555467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:57.555500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:57.677990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:57.678161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:57.678203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:57.678233] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:57.681636] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-23T20:32:57.681925] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-23T20:32:57.682055] [INFO ] [sig       ] THS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:57.819638] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/THS.txt
[2025-12-23T20:32:57.819779] [INFO ] [sig       ] [3127/3557] Completed THS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:57.819821] [INFO ] [sig       ] [3128/3557] Forecasting TIGO...
[2025-12-23T20:32:57.819850] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-23T20:32:57.819881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-23T20:32:57.831129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-23T20:32:57.831446] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-23T20:32:57.832219] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-23T20:32:57.832271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:57.832301] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:57.832328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:57.832384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:57.888120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:57.888965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:57.889047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:57.889079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:58.007973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:58.008169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:58.008211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:58.008240] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:58.011566] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-12-23T20:32:58.011852] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-23T20:32:58.011975] [INFO ] [sig       ] TIGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:58.150341] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TIGO.txt
[2025-12-23T20:32:58.150479] [INFO ] [sig       ] [3128/3557] Completed TIGO in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-23T20:32:58.150519] [INFO ] [sig       ] [3129/3557] Forecasting TIL...
[2025-12-23T20:32:58.150548] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-23T20:32:58.150595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-23T20:32:58.162428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-23T20:32:58.162793] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-23T20:32:58.163547] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-23T20:32:58.163623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:58.163678] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:58.163706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:58.163761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:58.218885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:58.219634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:58.219713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:58.219743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:58.339435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:58.339609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:58.339649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:58.339678] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:58.343091] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-23T20:32:58.343366] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-23T20:32:58.343489] [INFO ] [sig       ] TIL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:58.480009] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TIL.txt
[2025-12-23T20:32:58.480162] [INFO ] [sig       ] [3129/3557] Completed TIL in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:32:58.480202] [INFO ] [sig       ] [3130/3557] Forecasting TILE...
[2025-12-23T20:32:58.480231] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-23T20:32:58.480260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-23T20:32:58.491970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-23T20:32:58.492311] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-23T20:32:58.493129] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-23T20:32:58.493181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:58.493239] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:58.493267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:58.493323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:58.548160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:58.548853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:58.548929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:58.548961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:58.670017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:58.670191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:58.670231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:58.670260] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:58.673650] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-12-23T20:32:58.673922] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-23T20:32:58.674046] [INFO ] [sig       ] TILE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:58.810719] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TILE.txt
[2025-12-23T20:32:58.810861] [INFO ] [sig       ] [3130/3557] Completed TILE in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:32:58.810901] [INFO ] [sig       ] [3131/3557] Forecasting TIMB...
[2025-12-23T20:32:58.810929] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-23T20:32:58.810958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-23T20:32:58.822350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-23T20:32:58.822716] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-23T20:32:58.823466] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-23T20:32:58.823518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:58.823549] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:58.823596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:58.823654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:58.878506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:58.879318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:58.879398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:58.879430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:58.998291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:58.998451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:58.998492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:58.998520] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:59.001911] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-23T20:32:59.002186] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-23T20:32:59.002310] [INFO ] [sig       ] TIMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:59.139424] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TIMB.txt
[2025-12-23T20:32:59.139564] [INFO ] [sig       ] [3131/3557] Completed TIMB in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:32:59.139635] [INFO ] [sig       ] [3132/3557] Forecasting TITN...
[2025-12-23T20:32:59.139665] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-23T20:32:59.139694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-23T20:32:59.150841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-23T20:32:59.151181] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-23T20:32:59.151963] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-23T20:32:59.152015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:59.152048] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:59.152075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:59.152131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:59.207255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:59.208051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:59.208134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:59.208169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:59.325952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:59.326114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:59.326158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:59.326186] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:59.329557] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-23T20:32:59.329850] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-23T20:32:59.329975] [INFO ] [sig       ] TITN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:32:59.466774] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TITN.txt
[2025-12-23T20:32:59.466912] [INFO ] [sig       ] [3132/3557] Completed TITN in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:32:59.466951] [INFO ] [sig       ] [3133/3557] Forecasting TJX...
[2025-12-23T20:32:59.466986] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-23T20:32:59.467016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-23T20:32:59.478721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-23T20:32:59.479060] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-23T20:32:59.479850] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-23T20:32:59.479902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:59.479933] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:59.479959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:59.480014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:59.534821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:59.535499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:59.535595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:59.535646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:59.655959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:59.656117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:59.656159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:59.656224] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:59.659543] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-23T20:32:59.659841] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-23T20:32:59.659970] [INFO ] [sig       ] TJX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:32:59.795838] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TJX.txt
[2025-12-23T20:32:59.795979] [INFO ] [sig       ] [3133/3557] Completed TJX in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:32:59.796018] [INFO ] [sig       ] [3134/3557] Forecasting TK...
[2025-12-23T20:32:59.796048] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-23T20:32:59.796077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-23T20:32:59.807339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-23T20:32:59.807688] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-23T20:32:59.808442] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-23T20:32:59.808493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:32:59.808524] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:32:59.808550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:32:59.808624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:32:59.863308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:32:59.864007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:32:59.864086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:32:59.864117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:32:59.982347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:32:59.982507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:32:59.982547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:32:59.982601] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:32:59.985962] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-23T20:32:59.986247] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-23T20:32:59.986376] [INFO ] [sig       ] TK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:00.122858] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TK.txt
[2025-12-23T20:33:00.123002] [INFO ] [sig       ] [3134/3557] Completed TK in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:33:00.123041] [INFO ] [sig       ] [3135/3557] Forecasting TKC...
[2025-12-23T20:33:00.123071] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-23T20:33:00.123100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-23T20:33:00.134702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-23T20:33:00.135018] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-23T20:33:00.135778] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-23T20:33:00.135829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:00.135860] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:00.135885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:00.135940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:00.190943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:00.191721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:00.191802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:00.191833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:00.310288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:00.310450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:00.310488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:00.310517] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:00.313875] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-23T20:33:00.314144] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-23T20:33:00.314270] [INFO ] [sig       ] TKC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:00.450201] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TKC.txt
[2025-12-23T20:33:00.450334] [INFO ] [sig       ] [3135/3557] Completed TKC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:33:00.450372] [INFO ] [sig       ] [3136/3557] Forecasting TKNO...
[2025-12-23T20:33:00.450400] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-23T20:33:00.450430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-23T20:33:00.462431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-23T20:33:00.462833] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-23T20:33:00.463809] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-23T20:33:00.463864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:00.463895] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:00.463921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:00.463977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:00.519087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:00.519983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:00.520065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:00.520097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:00.637274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:00.637558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:00.637625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:00.637672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:00.641255] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-23T20:33:00.641534] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-23T20:33:00.641715] [INFO ] [sig       ] TKNO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:00.779361] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TKNO.txt
[2025-12-23T20:33:00.779517] [INFO ] [sig       ] [3136/3557] Completed TKNO in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-23T20:33:00.779567] [INFO ] [sig       ] [3137/3557] Forecasting TKO...
[2025-12-23T20:33:00.779621] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-23T20:33:00.779652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-23T20:33:00.791449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-23T20:33:00.791831] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-23T20:33:00.792595] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-23T20:33:00.792647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:00.792678] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:00.792705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:00.792760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:00.848107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:00.848794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:00.848872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:00.848903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:00.967922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:00.968084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:00.968123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:00.968151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:00.971507] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-12-23T20:33:00.971799] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-23T20:33:00.971924] [INFO ] [sig       ] TKO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:01.108724] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TKO.txt
[2025-12-23T20:33:01.108867] [INFO ] [sig       ] [3137/3557] Completed TKO in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:01.108908] [INFO ] [sig       ] [3138/3557] Forecasting TLK...
[2025-12-23T20:33:01.108936] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-23T20:33:01.108965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-23T20:33:01.121540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-23T20:33:01.121991] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-23T20:33:01.122813] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-23T20:33:01.122865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:01.122898] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:01.122924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:01.122982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:01.178716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:01.179504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:01.179605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:01.179639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:01.301648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:01.301808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:01.301848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:01.301877] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:01.305167] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-23T20:33:01.305430] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-23T20:33:01.305551] [INFO ] [sig       ] TLK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:01.443962] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TLK.txt
[2025-12-23T20:33:01.444097] [INFO ] [sig       ] [3138/3557] Completed TLK in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:01.444137] [INFO ] [sig       ] [3139/3557] Forecasting TLS...
[2025-12-23T20:33:01.444165] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-23T20:33:01.444195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-23T20:33:01.455657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-23T20:33:01.455940] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-23T20:33:01.456754] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-23T20:33:01.456806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:01.456838] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:01.456865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:01.456920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:01.514509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:01.515247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:01.515325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:01.515358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:01.635232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:01.635405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:01.635447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:01.635476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:01.638813] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-23T20:33:01.639081] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-23T20:33:01.639253] [INFO ] [sig       ] TLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:01.778247] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TLS.txt
[2025-12-23T20:33:01.778392] [INFO ] [sig       ] [3139/3557] Completed TLS in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:01.778433] [INFO ] [sig       ] [3140/3557] Forecasting TLSA...
[2025-12-23T20:33:01.778464] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-23T20:33:01.778493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-23T20:33:01.790801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-23T20:33:01.791142] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-23T20:33:01.791945] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-23T20:33:01.791999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:01.792032] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:01.792060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:01.792130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:01.848833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:01.849744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:01.849862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:01.849896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:01.972423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:01.972598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:01.972640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:01.972670] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:01.976028] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-23T20:33:01.976314] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-23T20:33:01.976443] [INFO ] [sig       ] TLSA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:02.114129] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TLSA.txt
[2025-12-23T20:33:02.114275] [INFO ] [sig       ] [3140/3557] Completed TLSA in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:02.114315] [INFO ] [sig       ] [3141/3557] Forecasting TLSI...
[2025-12-23T20:33:02.114345] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-23T20:33:02.114374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-23T20:33:02.127952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-23T20:33:02.128387] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-23T20:33:02.129444] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-23T20:33:02.129510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:02.129556] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:02.129627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:02.129708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:02.195727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:02.196622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:02.196705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:02.196738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:02.320392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:02.320555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:02.320615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:02.320644] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:02.324103] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-12-23T20:33:02.324454] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-23T20:33:02.324616] [INFO ] [sig       ] TLSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:02.472302] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TLSI.txt
[2025-12-23T20:33:02.472462] [INFO ] [sig       ] [3141/3557] Completed TLSI in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:02.472502] [INFO ] [sig       ] [3142/3557] Forecasting TLYS...
[2025-12-23T20:33:02.472533] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-23T20:33:02.472563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-23T20:33:02.484398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-23T20:33:02.484747] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-23T20:33:02.485502] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-23T20:33:02.485566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:02.485618] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:02.485645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:02.485701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:02.543171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:02.544084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:02.544194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:02.544233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:02.664197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:02.664354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:02.664394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:02.664425] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:02.667840] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-23T20:33:02.668122] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-23T20:33:02.668258] [INFO ] [sig       ] TLYS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:02.821314] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TLYS.txt
[2025-12-23T20:33:02.822197] [INFO ] [sig       ] [3142/3557] Completed TLYS in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:02.822241] [INFO ] [sig       ] [3143/3557] Forecasting TM...
[2025-12-23T20:33:02.822273] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-23T20:33:02.822303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-23T20:33:02.833599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-23T20:33:02.833862] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-23T20:33:02.834629] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-23T20:33:02.834681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:02.834713] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:02.834740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:02.834796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:02.890181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:02.890922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:02.891001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:02.891033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:03.009185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:03.009296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:03.009333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:03.009361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:03.012508] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-23T20:33:03.012794] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-23T20:33:03.012917] [INFO ] [sig       ] TM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:03.204116] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TM.txt
[2025-12-23T20:33:03.204282] [INFO ] [sig       ] [3143/3557] Completed TM in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:03.204323] [INFO ] [sig       ] [3144/3557] Forecasting TMC...
[2025-12-23T20:33:03.204352] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-23T20:33:03.204381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-23T20:33:03.216821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-23T20:33:03.217196] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-23T20:33:03.218020] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-23T20:33:03.218073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:03.218107] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:03.218134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:03.218192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:03.279725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:03.280521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:03.280621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:03.280655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:03.397193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:03.397357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:03.397397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:03.397426] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:03.400842] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-23T20:33:03.401115] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-23T20:33:03.401242] [INFO ] [sig       ] TMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:03.550193] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TMC.txt
[2025-12-23T20:33:03.550356] [INFO ] [sig       ] [3144/3557] Completed TMC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:03.550397] [INFO ] [sig       ] [3145/3557] Forecasting TMCI...
[2025-12-23T20:33:03.550427] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-23T20:33:03.550457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-23T20:33:03.561611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-23T20:33:03.561907] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-23T20:33:03.562706] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-23T20:33:03.562758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:03.562788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:03.562814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:03.562869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:03.618429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:03.619125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:03.619226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:03.619260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:03.740745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:03.740901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:03.740942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:03.740971] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:03.744517] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-23T20:33:03.744890] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-23T20:33:03.745037] [INFO ] [sig       ] TMCI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:03.889335] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TMCI.txt
[2025-12-23T20:33:03.889502] [INFO ] [sig       ] [3145/3557] Completed TMCI in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:03.889543] [INFO ] [sig       ] [3146/3557] Forecasting TMDX...
[2025-12-23T20:33:03.889589] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-23T20:33:03.889621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-23T20:33:03.901034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-23T20:33:03.901313] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-23T20:33:03.902083] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-23T20:33:03.902136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:03.902168] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:03.902194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:03.902250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:03.958186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:03.958962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:03.959041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:03.959073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:04.077905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:04.078055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:04.078094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:04.078123] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:04.081451] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-23T20:33:04.081739] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-23T20:33:04.081862] [INFO ] [sig       ] TMDX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:04.219383] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TMDX.txt
[2025-12-23T20:33:04.219509] [INFO ] [sig       ] [3146/3557] Completed TMDX in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-23T20:33:04.219548] [INFO ] [sig       ] [3147/3557] Forecasting TME...
[2025-12-23T20:33:04.219595] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-23T20:33:04.219626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-23T20:33:04.231254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-23T20:33:04.231543] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-23T20:33:04.232337] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-23T20:33:04.232390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:04.232451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:04.232481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:04.232539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:04.289655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:04.290425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:04.290508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:04.290543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:04.410684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:04.410835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:04.410874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:04.410903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:04.414208] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-23T20:33:04.414499] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-23T20:33:04.414649] [INFO ] [sig       ] TME: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:04.554852] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TME.txt
[2025-12-23T20:33:04.554992] [INFO ] [sig       ] [3147/3557] Completed TME in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:04.555033] [INFO ] [sig       ] [3148/3557] Forecasting TMHC...
[2025-12-23T20:33:04.555065] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-23T20:33:04.555095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-23T20:33:04.566320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-23T20:33:04.566635] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-23T20:33:04.567379] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-23T20:33:04.567431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:04.567462] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:04.567488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:04.567543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:04.625301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:04.626040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:04.626119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:04.626153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:04.745769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:04.745924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:04.745965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:04.745994] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:04.749389] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-23T20:33:04.749685] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-23T20:33:04.749811] [INFO ] [sig       ] TMHC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:04.891987] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TMHC.txt
[2025-12-23T20:33:04.892125] [INFO ] [sig       ] [3148/3557] Completed TMHC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:04.892165] [INFO ] [sig       ] [3149/3557] Forecasting TMUS...
[2025-12-23T20:33:04.892193] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-23T20:33:04.892222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-23T20:33:04.907619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-23T20:33:04.908124] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-23T20:33:04.909196] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-23T20:33:04.909265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:04.909310] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:04.909349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:04.909431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:04.972618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:04.973475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:04.973559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:04.973613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:05.096735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:05.096896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:05.096953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:05.096982] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:05.100329] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-23T20:33:05.100617] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-23T20:33:05.100743] [INFO ] [sig       ] TMUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:05.240239] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TMUS.txt
[2025-12-23T20:33:05.240381] [INFO ] [sig       ] [3149/3557] Completed TMUS in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:05.240433] [INFO ] [sig       ] [3150/3557] Forecasting TNC...
[2025-12-23T20:33:05.240465] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-23T20:33:05.240495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-23T20:33:05.250708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-23T20:33:05.250996] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-23T20:33:05.251780] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-23T20:33:05.251832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:05.251863] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:05.251889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:05.251945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:05.308667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:05.309348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:05.309427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:05.309460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:05.424525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:05.424662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:05.424701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:05.424761] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:05.428001] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-23T20:33:05.428271] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-23T20:33:05.428393] [INFO ] [sig       ] TNC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:05.567507] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TNC.txt
[2025-12-23T20:33:05.567663] [INFO ] [sig       ] [3150/3557] Completed TNC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:05.567722] [INFO ] [sig       ] [3151/3557] Forecasting TNDM...
[2025-12-23T20:33:05.567755] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-23T20:33:05.567784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-23T20:33:05.578874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-23T20:33:05.579147] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-23T20:33:05.579954] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-23T20:33:05.580028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:05.580062] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:05.580088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:05.580144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:05.636994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:05.637662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:05.637739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:05.637772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:05.760999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:05.761118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:05.761159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:05.761188] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:05.764562] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-23T20:33:05.764845] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-23T20:33:05.764967] [INFO ] [sig       ] TNDM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:05.904218] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TNDM.txt
[2025-12-23T20:33:05.904350] [INFO ] [sig       ] [3151/3557] Completed TNDM in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:05.904389] [INFO ] [sig       ] [3152/3557] Forecasting TNGX...
[2025-12-23T20:33:05.904418] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-23T20:33:05.904446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-23T20:33:05.915396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-23T20:33:05.915706] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-23T20:33:05.916459] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-23T20:33:05.916512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:05.916543] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:05.916587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:05.916653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:05.971533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:05.972133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:05.972208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:05.972240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:06.086751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:06.086880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:06.086918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:06.086947] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:06.090201] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-23T20:33:06.090470] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-23T20:33:06.090608] [INFO ] [sig       ] TNGX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:06.227743] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TNGX.txt
[2025-12-23T20:33:06.227876] [INFO ] [sig       ] [3152/3557] Completed TNGX in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:06.227915] [INFO ] [sig       ] [3153/3557] Forecasting TNK...
[2025-12-23T20:33:06.227943] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-23T20:33:06.227974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-23T20:33:06.238958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-23T20:33:06.239254] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-23T20:33:06.240026] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-23T20:33:06.240078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:06.240119] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:06.240147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:06.240203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:06.295769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:06.296352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:06.296428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:06.296460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:06.416433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:06.416594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:06.416634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:06.416662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:06.419972] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-23T20:33:06.420244] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-23T20:33:06.420373] [INFO ] [sig       ] TNK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:06.561343] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TNK.txt
[2025-12-23T20:33:06.561484] [INFO ] [sig       ] [3153/3557] Completed TNK in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:06.561526] [INFO ] [sig       ] [3154/3557] Forecasting TNL...
[2025-12-23T20:33:06.561556] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-23T20:33:06.561605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-23T20:33:06.573725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-23T20:33:06.574031] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-23T20:33:06.574855] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-23T20:33:06.574909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:06.574941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:06.574968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:06.575025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:06.633450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:06.634099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:06.634174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:06.634205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:06.757467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:06.757629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:06.757671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:06.757699] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:06.761021] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-23T20:33:06.761290] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-23T20:33:06.761414] [INFO ] [sig       ] TNL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:06.897722] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TNL.txt
[2025-12-23T20:33:06.897856] [INFO ] [sig       ] [3154/3557] Completed TNL in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-23T20:33:06.897896] [INFO ] [sig       ] [3155/3557] Forecasting TNON...
[2025-12-23T20:33:06.897926] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-23T20:33:06.897955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-23T20:33:06.909233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-23T20:33:06.909536] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-23T20:33:06.910329] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-23T20:33:06.910382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:06.910413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:06.910440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:06.910495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:06.966994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:06.967708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:06.967788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:06.967821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:07.089638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:07.089777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:07.089818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:07.089847] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:07.093242] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-23T20:33:07.093531] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-23T20:33:07.093682] [INFO ] [sig       ] TNON: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:07.233241] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TNON.txt
[2025-12-23T20:33:07.233370] [INFO ] [sig       ] [3155/3557] Completed TNON in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:07.233410] [INFO ] [sig       ] [3156/3557] Forecasting TNXP...
[2025-12-23T20:33:07.233438] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-23T20:33:07.233467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-23T20:33:07.244553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-23T20:33:07.244874] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-23T20:33:07.245647] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-23T20:33:07.245698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:07.245729] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:07.245755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:07.245811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:07.300988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:07.301671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:07.301749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:07.301780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:07.417161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:07.417308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:07.417345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:07.417373] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:07.420707] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-12-23T20:33:07.420973] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-23T20:33:07.421097] [INFO ] [sig       ] TNXP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:07.557479] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TNXP.txt
[2025-12-23T20:33:07.557625] [INFO ] [sig       ] [3156/3557] Completed TNXP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:07.557674] [INFO ] [sig       ] [3157/3557] Forecasting TOI...
[2025-12-23T20:33:07.557705] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-23T20:33:07.557734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-23T20:33:07.572137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-23T20:33:07.572557] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-23T20:33:07.573433] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-23T20:33:07.573488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:07.573519] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:07.573548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:07.573625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:07.629255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:07.629889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:07.630000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:07.630035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:07.747530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:07.747680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:07.747719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:07.747748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:07.751013] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=54.92%)
[2025-12-23T20:33:07.751280] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-23T20:33:07.751407] [INFO ] [sig       ] TOI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:07.888837] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TOI.txt
[2025-12-23T20:33:07.888962] [INFO ] [sig       ] [3157/3557] Completed TOI in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:07.889000] [INFO ] [sig       ] [3158/3557] Forecasting TOL...
[2025-12-23T20:33:07.889031] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-23T20:33:07.889061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-23T20:33:07.900293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-23T20:33:07.900601] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-23T20:33:07.901359] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-23T20:33:07.901411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:07.901442] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:07.901469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:07.901525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:07.957762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:07.958357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:07.958436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:07.958468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:08.074405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:08.074530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:08.074585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:08.074616] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:08.077908] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-12-23T20:33:08.078174] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-23T20:33:08.078298] [INFO ] [sig       ] TOL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:08.215368] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TOL.txt
[2025-12-23T20:33:08.215484] [INFO ] [sig       ] [3158/3557] Completed TOL in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:08.215522] [INFO ] [sig       ] [3159/3557] Forecasting TORO...
[2025-12-23T20:33:08.215551] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-23T20:33:08.215596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-23T20:33:08.226628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-23T20:33:08.226928] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-23T20:33:08.227724] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-23T20:33:08.227777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:08.227807] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:08.227833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:08.227890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:08.284891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:08.285654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:08.285730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:08.285762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:08.402216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:08.402343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:08.402381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:08.402409] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:08.405729] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-23T20:33:08.405994] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-23T20:33:08.406118] [INFO ] [sig       ] TORO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:08.548146] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TORO.txt
[2025-12-23T20:33:08.548286] [INFO ] [sig       ] [3159/3557] Completed TORO in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:08.548325] [INFO ] [sig       ] [3160/3557] Forecasting TOWN...
[2025-12-23T20:33:08.548355] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-23T20:33:08.548384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-23T20:33:08.560036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-23T20:33:08.560328] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-23T20:33:08.561102] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-23T20:33:08.561154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:08.561186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:08.561212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:08.561272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:08.616327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:08.616968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:08.617043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:08.617075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:08.737426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:08.737593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:08.737634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:08.737680] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:08.741000] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-23T20:33:08.741266] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-23T20:33:08.741387] [INFO ] [sig       ] TOWN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:08.879462] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TOWN.txt
[2025-12-23T20:33:08.879622] [INFO ] [sig       ] [3160/3557] Completed TOWN in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:08.879664] [INFO ] [sig       ] [3161/3557] Forecasting TOYO...
[2025-12-23T20:33:08.879694] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-23T20:33:08.879724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-23T20:33:08.889733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-23T20:33:08.890033] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-23T20:33:08.890812] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-23T20:33:08.890865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:08.890898] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:08.890925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:08.890981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:08.946962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:08.947618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:08.947694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:08.947725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:09.057930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:09.058071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:09.058110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:09.058140] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:09.061553] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-23T20:33:09.061847] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-23T20:33:09.061974] [INFO ] [sig       ] TOYO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:09.203463] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TOYO.txt
[2025-12-23T20:33:09.203623] [INFO ] [sig       ] [3161/3557] Completed TOYO in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:09.203665] [INFO ] [sig       ] [3162/3557] Forecasting TPB...
[2025-12-23T20:33:09.203696] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-23T20:33:09.203726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-23T20:33:09.215004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-23T20:33:09.215288] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-23T20:33:09.216062] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-23T20:33:09.216114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:09.216145] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:09.216172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:09.216228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:09.273014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:09.273703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:09.273793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:09.273826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:09.391929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:09.392081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:09.392120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:09.392148] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:09.395483] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2025-12-23T20:33:09.395768] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-23T20:33:09.395894] [INFO ] [sig       ] TPB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:09.533786] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TPB.txt
[2025-12-23T20:33:09.533925] [INFO ] [sig       ] [3162/3557] Completed TPB in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:09.533965] [INFO ] [sig       ] [3163/3557] Forecasting TPC...
[2025-12-23T20:33:09.533993] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-23T20:33:09.534022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-23T20:33:09.545142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-23T20:33:09.545432] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-23T20:33:09.546207] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-23T20:33:09.546259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:09.546291] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:09.546318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:09.546373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:09.605561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:09.606642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:09.606724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:09.606758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:09.727318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:09.727473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:09.727513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:09.727542] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:09.731162] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-12-23T20:33:09.731492] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-23T20:33:09.731651] [INFO ] [sig       ] TPC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:09.874414] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TPC.txt
[2025-12-23T20:33:09.874591] [INFO ] [sig       ] [3163/3557] Completed TPC in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-23T20:33:09.874635] [INFO ] [sig       ] [3164/3557] Forecasting TPG...
[2025-12-23T20:33:09.874665] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-23T20:33:09.874694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-23T20:33:09.885445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-23T20:33:09.885774] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-23T20:33:09.886554] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-23T20:33:09.886629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:09.886695] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:09.886736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:09.886796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:09.944545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:09.945393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:09.945476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:09.945507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:10.067335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:10.067500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:10.067544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:10.067593] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:10.070989] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-23T20:33:10.071255] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-23T20:33:10.071402] [INFO ] [sig       ] TPG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:10.211395] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TPG.txt
[2025-12-23T20:33:10.211602] [INFO ] [sig       ] [3164/3557] Completed TPG in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:10.211646] [INFO ] [sig       ] [3165/3557] Forecasting TPGXL...
[2025-12-23T20:33:10.211679] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-23T20:33:10.211711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-23T20:33:10.222843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-23T20:33:10.223187] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-23T20:33:10.223989] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-23T20:33:10.224043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:10.224074] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:10.224101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:10.224157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:10.280364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:10.281213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:10.281295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:10.281326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:10.396642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:10.396789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:10.396830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:10.396857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:10.400192] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-12-23T20:33:10.400457] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-23T20:33:10.400594] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:10.538341] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TPGXL.txt
[2025-12-23T20:33:10.538464] [INFO ] [sig       ] [3165/3557] Completed TPGXL in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:10.538503] [INFO ] [sig       ] [3166/3557] Forecasting TPH...
[2025-12-23T20:33:10.538532] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-23T20:33:10.538561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-23T20:33:10.549606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-23T20:33:10.549888] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-23T20:33:10.550670] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-23T20:33:10.550721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:10.550753] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:10.550779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:10.550835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:10.606473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:10.607102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:10.607178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:10.607210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:10.722825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:10.722943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:10.722983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:10.723011] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:10.726394] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-23T20:33:10.726702] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-23T20:33:10.726830] [INFO ] [sig       ] TPH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:10.870830] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TPH.txt
[2025-12-23T20:33:10.870962] [INFO ] [sig       ] [3166/3557] Completed TPH in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:10.870999] [INFO ] [sig       ] [3167/3557] Forecasting TPL...
[2025-12-23T20:33:10.871028] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-23T20:33:10.871058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-23T20:33:10.882438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-23T20:33:10.882772] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-23T20:33:10.883541] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-23T20:33:10.883610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:10.883642] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:10.883669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:10.883724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:10.940740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:10.941326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:10.941408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:10.941446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:11.063893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:11.064033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:11.064072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:11.064132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:11.067604] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-23T20:33:11.067885] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-23T20:33:11.068015] [INFO ] [sig       ] TPL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:11.205436] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TPL.txt
[2025-12-23T20:33:11.205562] [INFO ] [sig       ] [3167/3557] Completed TPL in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:11.205619] [INFO ] [sig       ] [3168/3557] Forecasting TPVG...
[2025-12-23T20:33:11.205649] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-23T20:33:11.205684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-23T20:33:11.217049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-23T20:33:11.217338] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-23T20:33:11.218125] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-23T20:33:11.218176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:11.218207] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:11.218234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:11.218291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:11.276403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:11.277184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:11.277265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:11.277297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:11.398871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:11.399011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:11.399052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:11.399080] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:11.402593] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-23T20:33:11.402872] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-23T20:33:11.403001] [INFO ] [sig       ] TPVG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:11.541737] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TPVG.txt
[2025-12-23T20:33:11.541866] [INFO ] [sig       ] [3168/3557] Completed TPVG in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:11.541904] [INFO ] [sig       ] [3169/3557] Forecasting TPYP...
[2025-12-23T20:33:11.541934] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-23T20:33:11.541962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-23T20:33:11.552934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-23T20:33:11.553214] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-23T20:33:11.553992] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-23T20:33:11.554043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:11.554075] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:11.554102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:11.554158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:11.609442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:11.610070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:11.610145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:11.610177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:11.721304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:11.721441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:11.721479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:11.721508] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:11.724811] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-12-23T20:33:11.725084] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-23T20:33:11.725208] [INFO ] [sig       ] TPYP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:11.863643] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TPYP.txt
[2025-12-23T20:33:11.863780] [INFO ] [sig       ] [3169/3557] Completed TPYP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:11.863819] [INFO ] [sig       ] [3170/3557] Forecasting TPZ...
[2025-12-23T20:33:11.863848] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-23T20:33:11.863878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-23T20:33:11.874420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-23T20:33:11.874713] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-23T20:33:11.875455] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-23T20:33:11.875507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:11.875538] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:11.875564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:11.875644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:11.931041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:11.931665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:11.931741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:11.931772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:12.038743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:12.038878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:12.038915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:12.038944] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:12.042271] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-12-23T20:33:12.042536] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-23T20:33:12.042678] [INFO ] [sig       ] TPZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:12.180181] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TPZ.txt
[2025-12-23T20:33:12.180303] [INFO ] [sig       ] [3170/3557] Completed TPZ in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:12.180342] [INFO ] [sig       ] [3171/3557] Forecasting TQQQ...
[2025-12-23T20:33:12.180370] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-23T20:33:12.180400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-23T20:33:12.191306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-23T20:33:12.191598] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-23T20:33:12.192352] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-23T20:33:12.192404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:12.192436] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:12.192463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:12.192519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:12.253722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:12.254385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:12.254487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:12.254523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:12.378302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:12.378441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:12.378503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:12.378533] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:12.381974] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-23T20:33:12.382249] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-23T20:33:12.382377] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:12.522142] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TQQQ.txt
[2025-12-23T20:33:12.522265] [INFO ] [sig       ] [3171/3557] Completed TQQQ in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:12.522304] [INFO ] [sig       ] [3172/3557] Forecasting TRC...
[2025-12-23T20:33:12.522333] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-23T20:33:12.522363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-23T20:33:12.538416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-23T20:33:12.538958] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-23T20:33:12.540117] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-23T20:33:12.540191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:12.540233] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:12.540267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:12.540343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:12.607141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:12.608076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:12.608174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:12.608209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:12.728172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:12.728333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:12.728375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:12.728403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:12.731837] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-23T20:33:12.732110] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-23T20:33:12.732235] [INFO ] [sig       ] TRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:12.870402] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRC.txt
[2025-12-23T20:33:12.870555] [INFO ] [sig       ] [3172/3557] Completed TRC in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-23T20:33:12.870630] [INFO ] [sig       ] [3173/3557] Forecasting TRDA...
[2025-12-23T20:33:12.870661] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-23T20:33:12.870689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-23T20:33:12.883006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-23T20:33:12.883336] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-23T20:33:12.884157] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-23T20:33:12.884210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:12.884241] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:12.884267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:12.884326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:12.940552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:12.941180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:12.941256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:12.941288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:13.065885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:13.066045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:13.066085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:13.066114] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:13.069495] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-23T20:33:13.069788] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-23T20:33:13.069916] [INFO ] [sig       ] TRDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:13.210790] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRDA.txt
[2025-12-23T20:33:13.210948] [INFO ] [sig       ] [3173/3557] Completed TRDA in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:13.210989] [INFO ] [sig       ] [3174/3557] Forecasting TREE...
[2025-12-23T20:33:13.211020] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-23T20:33:13.211049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-23T20:33:13.222454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-23T20:33:13.222819] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-23T20:33:13.223637] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-23T20:33:13.223691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:13.223722] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:13.223749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:13.223806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:13.281335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:13.282194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:13.282310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:13.282344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:13.403001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:13.403145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:13.403186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:13.403215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:13.406533] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-23T20:33:13.406819] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-23T20:33:13.406945] [INFO ] [sig       ] TREE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:13.546989] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TREE.txt
[2025-12-23T20:33:13.547128] [INFO ] [sig       ] [3174/3557] Completed TREE in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:13.547169] [INFO ] [sig       ] [3175/3557] Forecasting TREX...
[2025-12-23T20:33:13.547200] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-23T20:33:13.547229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-23T20:33:13.558171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-23T20:33:13.558503] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-23T20:33:13.559382] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-23T20:33:13.559436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:13.559468] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:13.559497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:13.559566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:13.616564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:13.617248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:13.617324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:13.617356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:13.742592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:13.742749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:13.742789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:13.742818] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:13.746119] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-23T20:33:13.746387] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-23T20:33:13.746513] [INFO ] [sig       ] TREX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:13.888090] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TREX.txt
[2025-12-23T20:33:13.888237] [INFO ] [sig       ] [3175/3557] Completed TREX in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:13.888278] [INFO ] [sig       ] [3176/3557] Forecasting TRGP...
[2025-12-23T20:33:13.888308] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-23T20:33:13.888337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-23T20:33:13.899697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-23T20:33:13.899975] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-23T20:33:13.900757] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-23T20:33:13.900812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:13.900844] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:13.900870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:13.900926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:13.958334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:13.959002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:13.959078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:13.959111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:14.079027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:14.079194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:14.079236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:14.079264] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:14.082674] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-23T20:33:14.082940] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-23T20:33:14.083063] [INFO ] [sig       ] TRGP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:14.221887] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRGP.txt
[2025-12-23T20:33:14.222011] [INFO ] [sig       ] [3176/3557] Completed TRGP in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:14.222051] [INFO ] [sig       ] [3177/3557] Forecasting TRI...
[2025-12-23T20:33:14.222080] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-23T20:33:14.222109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-23T20:33:14.233741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-23T20:33:14.234021] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-23T20:33:14.234805] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-23T20:33:14.234867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:14.234900] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:14.234926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:14.234982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:14.292696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:14.293406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:14.293499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:14.293535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:14.416456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:14.416614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:14.416656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:14.416685] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:14.420005] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-23T20:33:14.420281] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-23T20:33:14.420407] [INFO ] [sig       ] TRI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:14.561358] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRI.txt
[2025-12-23T20:33:14.561563] [INFO ] [sig       ] [3177/3557] Completed TRI in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:14.561634] [INFO ] [sig       ] [3178/3557] Forecasting TRIN...
[2025-12-23T20:33:14.561664] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-23T20:33:14.561699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-23T20:33:14.572863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-23T20:33:14.573162] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-23T20:33:14.573968] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-23T20:33:14.574021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:14.574052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:14.574078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:14.574134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:14.630254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:14.630887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:14.630963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:14.630994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:14.747389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:14.747531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:14.747588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:14.747619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:14.750921] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-12-23T20:33:14.751190] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-23T20:33:14.751313] [INFO ] [sig       ] TRIN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:14.889000] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRIN.txt
[2025-12-23T20:33:14.889135] [INFO ] [sig       ] [3178/3557] Completed TRIN in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:14.889185] [INFO ] [sig       ] [3179/3557] Forecasting TRIP...
[2025-12-23T20:33:14.889218] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-23T20:33:14.889247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-23T20:33:14.900156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-23T20:33:14.900441] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-23T20:33:14.901221] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-23T20:33:14.901272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:14.901303] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:14.901330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:14.901385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:14.958208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:14.958831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:14.958905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:14.958937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:15.078440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:15.078587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:15.078630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:15.078658] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:15.081978] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-23T20:33:15.082255] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-23T20:33:15.082380] [INFO ] [sig       ] TRIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:15.221430] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRIP.txt
[2025-12-23T20:33:15.221585] [INFO ] [sig       ] [3179/3557] Completed TRIP in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:15.221628] [INFO ] [sig       ] [3180/3557] Forecasting TRMB...
[2025-12-23T20:33:15.221661] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-23T20:33:15.221717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-23T20:33:15.232678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-23T20:33:15.232962] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-23T20:33:15.233806] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-23T20:33:15.233859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:15.233893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:15.233921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:15.233978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:15.290725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:15.291371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:15.291448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:15.291483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:15.412552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:15.412721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:15.412761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:15.412791] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:15.416080] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-23T20:33:15.416347] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-23T20:33:15.416466] [INFO ] [sig       ] TRMB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:15.554202] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRMB.txt
[2025-12-23T20:33:15.554346] [INFO ] [sig       ] [3180/3557] Completed TRMB in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:15.554388] [INFO ] [sig       ] [3181/3557] Forecasting TRMD...
[2025-12-23T20:33:15.554417] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-23T20:33:15.554445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-23T20:33:15.566192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-23T20:33:15.566526] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-23T20:33:15.567353] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-23T20:33:15.567407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:15.567473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:15.567513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:15.567614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:15.627893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:15.628664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:15.628743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:15.628776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:15.748216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:15.748332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:15.748374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:15.748403] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:15.751829] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-23T20:33:15.752108] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-23T20:33:15.752235] [INFO ] [sig       ] TRMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:15.892047] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRMD.txt
[2025-12-23T20:33:15.892186] [INFO ] [sig       ] [3181/3557] Completed TRMD in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-23T20:33:15.892225] [INFO ] [sig       ] [3182/3557] Forecasting TRMK...
[2025-12-23T20:33:15.892258] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-23T20:33:15.892287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-23T20:33:15.903426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-23T20:33:15.903774] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-23T20:33:15.904528] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-23T20:33:15.904596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:15.904629] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:15.904656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:15.904711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:15.960065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:15.960708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:15.960786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:15.960819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:16.074026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:16.074174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:16.074214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:16.074243] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:16.077730] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-23T20:33:16.078025] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-23T20:33:16.078156] [INFO ] [sig       ] TRMK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:16.216110] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRMK.txt
[2025-12-23T20:33:16.216235] [INFO ] [sig       ] [3182/3557] Completed TRMK in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:16.216275] [INFO ] [sig       ] [3183/3557] Forecasting TRN...
[2025-12-23T20:33:16.216304] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-23T20:33:16.216332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-23T20:33:16.227226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-23T20:33:16.227535] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-23T20:33:16.228328] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-23T20:33:16.228380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:16.228414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:16.228442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:16.228498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:16.286672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:16.287349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:16.287427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:16.287459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:16.408880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:16.409033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:16.409074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:16.409102] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:16.412527] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-23T20:33:16.412820] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-23T20:33:16.412947] [INFO ] [sig       ] TRN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:16.554859] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRN.txt
[2025-12-23T20:33:16.555016] [INFO ] [sig       ] [3183/3557] Completed TRN in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:16.555056] [INFO ] [sig       ] [3184/3557] Forecasting TRNO...
[2025-12-23T20:33:16.555087] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-23T20:33:16.555118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-23T20:33:16.567108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-23T20:33:16.567501] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-23T20:33:16.568356] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-23T20:33:16.568414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:16.568446] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:16.568474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:16.568537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:16.627212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:16.628069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:16.628152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:16.628185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:16.750542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:16.750716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:16.750779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:16.750855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:16.755891] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-23T20:33:16.756179] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-23T20:33:16.756312] [INFO ] [sig       ] TRNO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:16.897804] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRNO.txt
[2025-12-23T20:33:16.897977] [INFO ] [sig       ] [3184/3557] Completed TRNO in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:16.898020] [INFO ] [sig       ] [3185/3557] Forecasting TRNS...
[2025-12-23T20:33:16.898049] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-23T20:33:16.898078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-23T20:33:16.909809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-23T20:33:16.910201] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-23T20:33:16.911040] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-23T20:33:16.911095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:16.911127] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:16.911153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:16.911209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:16.968406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:16.969428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:16.969522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:16.969555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:17.108983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:17.109191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:17.109242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:17.109275] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:17.113365] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-23T20:33:17.113765] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-23T20:33:17.113924] [INFO ] [sig       ] TRNS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:17.289968] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRNS.txt
[2025-12-23T20:33:17.290140] [INFO ] [sig       ] [3185/3557] Completed TRNS in 0.4s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:17.290180] [INFO ] [sig       ] [3186/3557] Forecasting TROX...
[2025-12-23T20:33:17.290211] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-23T20:33:17.290239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-23T20:33:17.305600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-23T20:33:17.306090] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-23T20:33:17.307317] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-23T20:33:17.307390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:17.307442] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:17.307488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:17.307605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:17.395491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:17.396733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:17.396856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:17.396901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:17.542175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:17.542342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:17.542384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:17.542413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:17.545908] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-23T20:33:17.546215] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-23T20:33:17.546350] [INFO ] [sig       ] TROX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:17.743399] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TROX.txt
[2025-12-23T20:33:17.743610] [INFO ] [sig       ] [3186/3557] Completed TROX in 0.5s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:17.743658] [INFO ] [sig       ] [3187/3557] Forecasting TRP...
[2025-12-23T20:33:17.743689] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-23T20:33:17.743721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-23T20:33:17.758604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-23T20:33:17.759034] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-23T20:33:17.759988] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-23T20:33:17.760044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:17.760077] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:17.760103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:17.760160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:17.840563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:17.841792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:17.841924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:17.841979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:17.993262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:17.993427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:17.993469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:17.993500] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:17.997149] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-23T20:33:17.997477] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-23T20:33:17.997639] [INFO ] [sig       ] TRP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:18.139197] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRP.txt
[2025-12-23T20:33:18.139363] [INFO ] [sig       ] [3187/3557] Completed TRP in 0.4s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:18.139402] [INFO ] [sig       ] [3188/3557] Forecasting TRS...
[2025-12-23T20:33:18.139433] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-23T20:33:18.139462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-23T20:33:18.151604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-23T20:33:18.151947] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-23T20:33:18.152754] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-23T20:33:18.152808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:18.152852] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:18.152880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:18.152936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:18.209678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:18.210532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:18.210632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:18.210666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:18.334552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:18.334730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:18.334770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:18.334800] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:18.338251] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-23T20:33:18.338538] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-23T20:33:18.338690] [INFO ] [sig       ] TRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:18.485402] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TRS.txt
[2025-12-23T20:33:18.485540] [INFO ] [sig       ] [3188/3557] Completed TRS in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:18.485612] [INFO ] [sig       ] [3189/3557] Forecasting TRTX...
[2025-12-23T20:33:18.485650] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-23T20:33:18.485686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-23T20:33:18.496684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-23T20:33:18.496994] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-23T20:33:18.497842] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-23T20:33:18.497896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:18.497927] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:18.497954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:18.498010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:18.556455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:18.557313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:18.557395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:18.557429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:18.681020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:18.681170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:18.681211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:18.681239] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:18.684718] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-23T20:33:18.684989] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-23T20:33:18.685111] [INFO ] [sig       ] TRTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:18.827336] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRTX.txt
[2025-12-23T20:33:18.827474] [INFO ] [sig       ] [3189/3557] Completed TRTX in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-23T20:33:18.827515] [INFO ] [sig       ] [3190/3557] Forecasting TRUE...
[2025-12-23T20:33:18.827545] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-23T20:33:18.827594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-23T20:33:18.838855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-23T20:33:18.839220] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-23T20:33:18.840037] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-23T20:33:18.840091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:18.840154] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:18.840196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:18.840268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:18.897841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:18.898540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:18.898637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:18.898672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:19.021925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:19.022076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:19.022116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:19.022146] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:19.025661] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-23T20:33:19.025937] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-23T20:33:19.026065] [INFO ] [sig       ] TRUE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:19.169771] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRUE.txt
[2025-12-23T20:33:19.169907] [INFO ] [sig       ] [3190/3557] Completed TRUE in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:19.169949] [INFO ] [sig       ] [3191/3557] Forecasting TRUP...
[2025-12-23T20:33:19.169978] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-23T20:33:19.170008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-23T20:33:19.180946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-23T20:33:19.181238] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-23T20:33:19.182048] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-23T20:33:19.182102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:19.182135] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:19.182162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:19.182220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:19.238746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:19.239478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:19.239623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:19.239684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:19.365173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:19.365320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:19.365359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:19.365388] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:19.368708] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-23T20:33:19.368980] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-23T20:33:19.369103] [INFO ] [sig       ] TRUP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:19.509210] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRUP.txt
[2025-12-23T20:33:19.509351] [INFO ] [sig       ] [3191/3557] Completed TRUP in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:19.509397] [INFO ] [sig       ] [3192/3557] Forecasting TRVG...
[2025-12-23T20:33:19.509431] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-23T20:33:19.509460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-23T20:33:19.520518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-23T20:33:19.520894] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-23T20:33:19.521729] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-23T20:33:19.521783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:19.521816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:19.521843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:19.521901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:19.578778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:19.579465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:19.579543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:19.579591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:19.700898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:19.701077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:19.701128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:19.701162] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:19.704564] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-23T20:33:19.704875] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-23T20:33:19.705005] [INFO ] [sig       ] TRVG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:19.849738] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TRVG.txt
[2025-12-23T20:33:19.849884] [INFO ] [sig       ] [3192/3557] Completed TRVG in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:19.849925] [INFO ] [sig       ] [3193/3557] Forecasting TS...
[2025-12-23T20:33:19.849954] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-23T20:33:19.849983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-23T20:33:19.861350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-23T20:33:19.861652] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-23T20:33:19.862425] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-23T20:33:19.862478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:19.862510] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:19.862538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:19.862613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:19.920780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:19.921414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:19.921503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:19.921537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:20.040667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:20.040823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:20.040863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:20.040892] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:20.045032] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-23T20:33:20.045312] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-23T20:33:20.045460] [INFO ] [sig       ] TS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:20.185157] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TS.txt
[2025-12-23T20:33:20.185283] [INFO ] [sig       ] [3193/3557] Completed TS in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:20.185323] [INFO ] [sig       ] [3194/3557] Forecasting TSBK...
[2025-12-23T20:33:20.185352] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-23T20:33:20.185381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-23T20:33:20.195848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-23T20:33:20.196158] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-23T20:33:20.196971] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-23T20:33:20.197025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:20.197058] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:20.197084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:20.197140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:20.253150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:20.253758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:20.253833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:20.253865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:20.364258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:20.364356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:20.364395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:20.364424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:20.367901] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-23T20:33:20.368179] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-23T20:33:20.368307] [INFO ] [sig       ] TSBK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:20.506048] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSBK.txt
[2025-12-23T20:33:20.506267] [INFO ] [sig       ] [3194/3557] Completed TSBK in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:20.506330] [INFO ] [sig       ] [3195/3557] Forecasting TSCO...
[2025-12-23T20:33:20.506372] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-23T20:33:20.506413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-23T20:33:20.517841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-23T20:33:20.518159] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-23T20:33:20.518937] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-23T20:33:20.518988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:20.519019] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:20.519044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:20.519098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:20.575280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:20.576069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:20.576147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:20.576178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:20.693466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:20.693600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:20.693642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:20.693696] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:20.697036] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-23T20:33:20.697329] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-23T20:33:20.697462] [INFO ] [sig       ] TSCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:20.842663] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSCO.txt
[2025-12-23T20:33:20.842806] [INFO ] [sig       ] [3195/3557] Completed TSCO in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:20.842846] [INFO ] [sig       ] [3196/3557] Forecasting TSDD...
[2025-12-23T20:33:20.842874] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-23T20:33:20.842903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-23T20:33:20.854742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-23T20:33:20.855037] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-23T20:33:20.855818] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-23T20:33:20.855870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:20.855901] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:20.855928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:20.855984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:20.911938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:20.912597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:20.912687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:20.912726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:21.033859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:21.034016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:21.034054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:21.034082] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:21.037446] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-12-23T20:33:21.037779] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-23T20:33:21.037908] [INFO ] [sig       ] TSDD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:21.177248] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSDD.txt
[2025-12-23T20:33:21.177385] [INFO ] [sig       ] [3196/3557] Completed TSDD in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:21.177425] [INFO ] [sig       ] [3197/3557] Forecasting TSEM...
[2025-12-23T20:33:21.177454] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-23T20:33:21.177482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-23T20:33:21.189862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-23T20:33:21.190210] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-23T20:33:21.191017] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-23T20:33:21.191070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:21.191103] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:21.191131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:21.191188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:21.251935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:21.253087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:21.253217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:21.253270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:21.379365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:21.379522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:21.379564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:21.379614] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:21.383056] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-23T20:33:21.383339] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-23T20:33:21.383472] [INFO ] [sig       ] TSEM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:21.525552] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSEM.txt
[2025-12-23T20:33:21.525703] [INFO ] [sig       ] [3197/3557] Completed TSEM in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:21.525743] [INFO ] [sig       ] [3198/3557] Forecasting TSHA...
[2025-12-23T20:33:21.525772] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-23T20:33:21.525801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-23T20:33:21.537679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-23T20:33:21.537987] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-23T20:33:21.538770] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-23T20:33:21.538823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:21.538898] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:21.538927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:21.538984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:21.597507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:21.598302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:21.598385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:21.598419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:21.722642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:21.722818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:21.722870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:21.722899] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:21.726485] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-12-23T20:33:21.726788] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-23T20:33:21.726918] [INFO ] [sig       ] TSHA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:21.874622] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSHA.txt
[2025-12-23T20:33:21.874797] [INFO ] [sig       ] [3198/3557] Completed TSHA in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-23T20:33:21.874842] [INFO ] [sig       ] [3199/3557] Forecasting TSI...
[2025-12-23T20:33:21.874878] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-23T20:33:21.874922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-23T20:33:21.886170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-23T20:33:21.886498] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-23T20:33:21.887278] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-23T20:33:21.887330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:21.887374] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:21.887401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:21.887460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:21.946076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:21.946965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:21.947058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:21.947094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:22.063882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:22.064035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:22.064075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:22.064105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:22.067455] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-23T20:33:22.067773] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-23T20:33:22.067919] [INFO ] [sig       ] TSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:22.206725] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSI.txt
[2025-12-23T20:33:22.206871] [INFO ] [sig       ] [3199/3557] Completed TSI in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:22.206910] [INFO ] [sig       ] [3200/3557] Forecasting TSL...
[2025-12-23T20:33:22.206940] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-23T20:33:22.206969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-23T20:33:22.218491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-23T20:33:22.218871] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-23T20:33:22.219712] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-23T20:33:22.219778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:22.219818] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:22.219851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:22.219925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:22.277656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:22.278435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:22.278516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:22.278549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:22.395140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:22.395292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:22.395331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:22.395360] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:22.398736] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-23T20:33:22.399013] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-23T20:33:22.399140] [INFO ] [sig       ] TSL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:22.541702] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSL.txt
[2025-12-23T20:33:22.541855] [INFO ] [sig       ] [3200/3557] Completed TSL in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:22.541900] [INFO ] [sig       ] [3201/3557] Forecasting TSLA...
[2025-12-23T20:33:22.541931] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-23T20:33:22.541962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-23T20:33:22.553655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-23T20:33:22.553952] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-23T20:33:22.554796] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-23T20:33:22.554850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:22.554880] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:22.554906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:22.554962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:22.612648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:22.613428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:22.613535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:22.613570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:22.736038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:22.736195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:22.736237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:22.736335] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:22.739915] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-23T20:33:22.740234] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-23T20:33:22.740373] [INFO ] [sig       ] TSLA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:22.881766] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSLA.txt
[2025-12-23T20:33:22.881910] [INFO ] [sig       ] [3201/3557] Completed TSLA in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:22.881950] [INFO ] [sig       ] [3202/3557] Forecasting TSLL...
[2025-12-23T20:33:22.881983] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-23T20:33:22.882030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-23T20:33:22.894004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-23T20:33:22.894342] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-23T20:33:22.895174] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-23T20:33:22.895229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:22.895263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:22.895291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:22.895348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:22.952320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:22.953079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:22.953160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:22.953193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:23.080471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:23.080641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:23.080688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:23.080725] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:23.084455] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-23T20:33:23.084826] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-23T20:33:23.084963] [INFO ] [sig       ] TSLL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:23.224185] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSLL.txt
[2025-12-23T20:33:23.224322] [INFO ] [sig       ] [3202/3557] Completed TSLL in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:23.224363] [INFO ] [sig       ] [3203/3557] Forecasting TSLQ...
[2025-12-23T20:33:23.224398] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-23T20:33:23.224429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-23T20:33:23.236019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-23T20:33:23.236333] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-23T20:33:23.237133] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-23T20:33:23.237186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:23.237217] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:23.237242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:23.237298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:23.293209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:23.293921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:23.293998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:23.294030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:23.415978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:23.416152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:23.416192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:23.416222] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:23.419643] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-23T20:33:23.419958] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-23T20:33:23.420090] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:23.558699] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSLQ.txt
[2025-12-23T20:33:23.558837] [INFO ] [sig       ] [3203/3557] Completed TSLQ in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:23.558876] [INFO ] [sig       ] [3204/3557] Forecasting TSLS...
[2025-12-23T20:33:23.558906] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-23T20:33:23.558936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-23T20:33:23.570739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-23T20:33:23.571049] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-23T20:33:23.571833] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-23T20:33:23.571885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:23.571917] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:23.571943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:23.571998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:23.628194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:23.628851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:23.628929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:23.628961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:23.751701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:23.751870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:23.751912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:23.751943] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:23.755347] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-23T20:33:23.755634] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-23T20:33:23.755779] [INFO ] [sig       ] TSLS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:23.895304] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSLS.txt
[2025-12-23T20:33:23.895435] [INFO ] [sig       ] [3204/3557] Completed TSLS in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:23.895473] [INFO ] [sig       ] [3205/3557] Forecasting TSLX...
[2025-12-23T20:33:23.895502] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-23T20:33:23.895531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-23T20:33:23.906924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-23T20:33:23.907206] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-23T20:33:23.907983] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-23T20:33:23.908035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:23.908066] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:23.908093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:23.908148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:23.964862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:23.965525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:23.965622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:23.965657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:24.086070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:24.086226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:24.086267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:24.086296] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:24.089685] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-23T20:33:24.090006] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-23T20:33:24.090140] [INFO ] [sig       ] TSLX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:24.236465] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TSLX.txt
[2025-12-23T20:33:24.236634] [INFO ] [sig       ] [3205/3557] Completed TSLX in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:24.236688] [INFO ] [sig       ] [3206/3557] Forecasting TSM...
[2025-12-23T20:33:24.236721] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-23T20:33:24.236762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-23T20:33:24.249289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-23T20:33:24.249642] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-23T20:33:24.250462] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-23T20:33:24.250515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:24.250552] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:24.250606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:24.250675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:24.307402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:24.308137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:24.308246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:24.308281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:24.431216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:24.431376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:24.431417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:24.431464] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:24.434810] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-23T20:33:24.435088] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-23T20:33:24.435211] [INFO ] [sig       ] TSM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:24.580975] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSM.txt
[2025-12-23T20:33:24.581125] [INFO ] [sig       ] [3206/3557] Completed TSM in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:24.581166] [INFO ] [sig       ] [3207/3557] Forecasting TSN...
[2025-12-23T20:33:24.581198] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-23T20:33:24.581230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-23T20:33:24.594590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-23T20:33:24.594919] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-23T20:33:24.595787] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-23T20:33:24.595852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:24.595884] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:24.595909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:24.595964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:24.662416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:24.663254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:24.663339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:24.663371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:24.784226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:24.784377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:24.784418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:24.784447] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:24.787844] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-23T20:33:24.788124] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-23T20:33:24.788254] [INFO ] [sig       ] TSN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:24.931870] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSN.txt
[2025-12-23T20:33:24.932036] [INFO ] [sig       ] [3207/3557] Completed TSN in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-23T20:33:24.932077] [INFO ] [sig       ] [3208/3557] Forecasting TSQ...
[2025-12-23T20:33:24.932109] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-23T20:33:24.932141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-23T20:33:24.943706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-23T20:33:24.944080] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-23T20:33:24.944922] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-23T20:33:24.944976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:24.945009] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:24.945038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:24.945094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:25.005200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:25.006159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:25.006276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:25.006311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:25.132745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:25.132903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:25.132944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:25.132974] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:25.136412] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2025-12-23T20:33:25.136764] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-23T20:33:25.136923] [INFO ] [sig       ] TSQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:25.280843] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TSQ.txt
[2025-12-23T20:33:25.281005] [INFO ] [sig       ] [3208/3557] Completed TSQ in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:25.281044] [INFO ] [sig       ] [3209/3557] Forecasting TTC...
[2025-12-23T20:33:25.281075] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-23T20:33:25.281105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-23T20:33:25.293009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-23T20:33:25.293295] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-23T20:33:25.294075] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-23T20:33:25.294127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:25.294158] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:25.294184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:25.294241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:25.351996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:25.352856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:25.352949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:25.352990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:25.473417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:25.473565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:25.473626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:25.473657] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:25.477038] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-12-23T20:33:25.477313] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-23T20:33:25.477438] [INFO ] [sig       ] TTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:25.618474] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTC.txt
[2025-12-23T20:33:25.618622] [INFO ] [sig       ] [3209/3557] Completed TTC in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:25.618667] [INFO ] [sig       ] [3210/3557] Forecasting TTD...
[2025-12-23T20:33:25.618696] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-23T20:33:25.618727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-23T20:33:25.630983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-23T20:33:25.631384] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-23T20:33:25.632209] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-23T20:33:25.632265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:25.632296] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:25.632323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:25.632398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:25.689426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:25.690364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:25.690453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:25.690485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:25.810775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:25.810944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:25.810984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:25.811012] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:25.814384] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-23T20:33:25.814692] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-23T20:33:25.814823] [INFO ] [sig       ] TTD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:25.955405] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTD.txt
[2025-12-23T20:33:25.955552] [INFO ] [sig       ] [3210/3557] Completed TTD in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:25.955614] [INFO ] [sig       ] [3211/3557] Forecasting TTE...
[2025-12-23T20:33:25.955644] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-23T20:33:25.955673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-23T20:33:25.966995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-23T20:33:25.967356] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-23T20:33:25.968148] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-23T20:33:25.968202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:25.968233] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:25.968260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:25.968315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:26.024523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:26.025371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:26.025451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:26.025483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:26.150899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:26.151066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:26.151107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:26.151136] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:26.154679] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-23T20:33:26.154970] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-23T20:33:26.155102] [INFO ] [sig       ] TTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:26.295622] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TTE.txt
[2025-12-23T20:33:26.295795] [INFO ] [sig       ] [3211/3557] Completed TTE in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:26.295839] [INFO ] [sig       ] [3212/3557] Forecasting TTEC...
[2025-12-23T20:33:26.295870] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-23T20:33:26.295900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-23T20:33:26.306808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-23T20:33:26.307095] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-23T20:33:26.307860] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-23T20:33:26.307923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:26.307955] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:26.307982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:26.308037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:26.364226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:26.364839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:26.364914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:26.364945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:26.487447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:26.487619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:26.487663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:26.487691] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:26.491150] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-23T20:33:26.491431] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-23T20:33:26.491559] [INFO ] [sig       ] TTEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:26.633102] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TTEC.txt
[2025-12-23T20:33:26.633264] [INFO ] [sig       ] [3212/3557] Completed TTEC in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:26.633304] [INFO ] [sig       ] [3213/3557] Forecasting TTEK...
[2025-12-23T20:33:26.633334] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-23T20:33:26.633363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-23T20:33:26.648592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-23T20:33:26.649049] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-23T20:33:26.650220] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-23T20:33:26.650289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:26.650333] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:26.650373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:26.650455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:26.723878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:26.724750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:26.724830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:26.724863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:26.848360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:26.848511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:26.848551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:26.848599] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:26.851966] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-23T20:33:26.852237] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-23T20:33:26.852360] [INFO ] [sig       ] TTEK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:26.991726] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TTEK.txt
[2025-12-23T20:33:26.991855] [INFO ] [sig       ] [3213/3557] Completed TTEK in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:26.991894] [INFO ] [sig       ] [3214/3557] Forecasting TTI...
[2025-12-23T20:33:26.991924] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-23T20:33:26.991954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-23T20:33:27.002870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-23T20:33:27.003189] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-23T20:33:27.003967] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-23T20:33:27.004019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:27.004052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:27.004078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:27.004134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:27.061434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:27.062284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:27.062363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:27.062395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:27.186186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:27.186340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:27.186382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:27.186411] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:27.189822] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-12-23T20:33:27.190120] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-23T20:33:27.190245] [INFO ] [sig       ] TTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:27.328302] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTI.txt
[2025-12-23T20:33:27.328437] [INFO ] [sig       ] [3214/3557] Completed TTI in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:27.328475] [INFO ] [sig       ] [3215/3557] Forecasting TTMI...
[2025-12-23T20:33:27.328504] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-23T20:33:27.328532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-23T20:33:27.339988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-23T20:33:27.340318] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-23T20:33:27.341152] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-23T20:33:27.341205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:27.341264] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:27.341293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:27.341351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:27.397251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:27.398078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:27.398157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:27.398189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:27.525043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:27.525197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:27.525237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:27.525266] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:27.528598] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-23T20:33:27.528866] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-23T20:33:27.528987] [INFO ] [sig       ] TTMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:27.667856] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTMI.txt
[2025-12-23T20:33:27.667996] [INFO ] [sig       ] [3215/3557] Completed TTMI in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:27.668036] [INFO ] [sig       ] [3216/3557] Forecasting TTSH...
[2025-12-23T20:33:27.668065] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-23T20:33:27.668094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-23T20:33:27.678988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-23T20:33:27.679314] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-23T20:33:27.680136] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-23T20:33:27.680188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:27.680219] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:27.680245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:27.680301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:27.736866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:27.737535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:27.737628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:27.737662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:27.865914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:27.866068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:27.866108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:27.866136] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:27.869527] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-23T20:33:27.869840] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-23T20:33:27.869986] [INFO ] [sig       ] TTSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:28.008001] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTSH.txt
[2025-12-23T20:33:28.008127] [INFO ] [sig       ] [3216/3557] Completed TTSH in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-23T20:33:28.008166] [INFO ] [sig       ] [3217/3557] Forecasting TTWO...
[2025-12-23T20:33:28.008222] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-23T20:33:28.008253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-23T20:33:28.019523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-23T20:33:28.019861] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-23T20:33:28.020644] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-23T20:33:28.020696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:28.020728] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:28.020755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:28.020821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:28.077591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:28.078257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:28.078333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:28.078365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:28.197120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:28.197261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:28.197300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:28.197328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:28.200750] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-12-23T20:33:28.201042] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-23T20:33:28.201164] [INFO ] [sig       ] TTWO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:28.343606] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TTWO.txt
[2025-12-23T20:33:28.343766] [INFO ] [sig       ] [3217/3557] Completed TTWO in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:28.343806] [INFO ] [sig       ] [3218/3557] Forecasting TUGN...
[2025-12-23T20:33:28.343841] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-23T20:33:28.343872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-23T20:33:28.355268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-23T20:33:28.355626] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-23T20:33:28.356417] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-23T20:33:28.356469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:28.356501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:28.356526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:28.356601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:28.413257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:28.413998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:28.414076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:28.414108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:28.532011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:28.532162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:28.532203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:28.532267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:28.535719] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-12-23T20:33:28.535993] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-23T20:33:28.536119] [INFO ] [sig       ] TUGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:28.690629] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TUGN.txt
[2025-12-23T20:33:28.690760] [INFO ] [sig       ] [3218/3557] Completed TUGN in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:28.690801] [INFO ] [sig       ] [3219/3557] Forecasting TUSK...
[2025-12-23T20:33:28.690837] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-23T20:33:28.690873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-23T20:33:28.701789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-23T20:33:28.702113] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-23T20:33:28.702947] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-23T20:33:28.703010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:28.703044] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:28.703072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:28.703128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:28.760679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:28.761313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:28.761392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:28.761427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:28.888585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:28.888750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:28.888791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:28.888820] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:28.892178] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-23T20:33:28.892443] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-23T20:33:28.892565] [INFO ] [sig       ] TUSK: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:29.031269] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TUSK.txt
[2025-12-23T20:33:29.031394] [INFO ] [sig       ] [3219/3557] Completed TUSK in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:29.031433] [INFO ] [sig       ] [3220/3557] Forecasting TVC...
[2025-12-23T20:33:29.031463] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-23T20:33:29.031492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-23T20:33:29.042299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-23T20:33:29.042672] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-23T20:33:29.043450] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-23T20:33:29.043504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:29.043538] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:29.043592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:29.043656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:29.100394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:29.101101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:29.101182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:29.101216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:29.205307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:29.205449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:29.205491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:29.205523] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:29.208879] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-23T20:33:29.209167] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-23T20:33:29.209298] [INFO ] [sig       ] TVC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:29.353441] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TVC.txt
[2025-12-23T20:33:29.353596] [INFO ] [sig       ] [3220/3557] Completed TVC in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:29.353639] [INFO ] [sig       ] [3221/3557] Forecasting TVE...
[2025-12-23T20:33:29.353668] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-23T20:33:29.353698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-23T20:33:29.364559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-23T20:33:29.364910] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-23T20:33:29.365730] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-23T20:33:29.365785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:29.365816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:29.365845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:29.365902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:29.424217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:29.425013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:29.425093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:29.425126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:29.531117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:29.531276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:29.531319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:29.531348] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:29.535396] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-12-23T20:33:29.535754] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-23T20:33:29.535922] [INFO ] [sig       ] TVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:29.679759] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TVE.txt
[2025-12-23T20:33:29.679919] [INFO ] [sig       ] [3221/3557] Completed TVE in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:29.679966] [INFO ] [sig       ] [3222/3557] Forecasting TVTX...
[2025-12-23T20:33:29.680000] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-23T20:33:29.680029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-23T20:33:29.691237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-23T20:33:29.691532] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-23T20:33:29.692298] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-23T20:33:29.692351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:29.692382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:29.692413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:29.692470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:29.749939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:29.750607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:29.750684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:29.750717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:29.870431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:29.870603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:29.870645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:29.870674] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:29.874078] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-23T20:33:29.874350] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-23T20:33:29.874477] [INFO ] [sig       ] TVTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:30.013562] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TVTX.txt
[2025-12-23T20:33:30.013707] [INFO ] [sig       ] [3222/3557] Completed TVTX in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:30.013746] [INFO ] [sig       ] [3223/3557] Forecasting TWFG...
[2025-12-23T20:33:30.013776] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-23T20:33:30.013805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-23T20:33:30.024544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-23T20:33:30.024860] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-23T20:33:30.025659] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-23T20:33:30.025711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:30.025752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:30.025780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:30.025836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:30.082684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:30.083299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:30.083374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:30.083405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:30.207162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:30.207310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:30.207355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:30.207385] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:30.210870] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-23T20:33:30.211159] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-23T20:33:30.211282] [INFO ] [sig       ] TWFG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:30.354115] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TWFG.txt
[2025-12-23T20:33:30.354269] [INFO ] [sig       ] [3223/3557] Completed TWFG in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:30.354309] [INFO ] [sig       ] [3224/3557] Forecasting TWG...
[2025-12-23T20:33:30.354339] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-23T20:33:30.354368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-23T20:33:30.365431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-23T20:33:30.365731] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-23T20:33:30.366498] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-23T20:33:30.366550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:30.366605] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:30.366634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:30.366691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:30.423313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:30.424194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:30.424272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:30.424303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:30.540840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:30.541007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:30.541056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:30.541089] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:30.544475] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-23T20:33:30.544909] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-23T20:33:30.545096] [INFO ] [sig       ] TWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:30.687412] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TWG.txt
[2025-12-23T20:33:30.687548] [INFO ] [sig       ] [3224/3557] Completed TWG in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:30.687604] [INFO ] [sig       ] [3225/3557] Forecasting TWI...
[2025-12-23T20:33:30.687637] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-23T20:33:30.687666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-23T20:33:30.698318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-23T20:33:30.698641] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-23T20:33:30.699436] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-23T20:33:30.699491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:30.699524] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:30.699558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:30.699650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:30.756960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:30.757612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:30.757715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:30.757751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:30.873215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:30.873354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:30.873394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:30.873423] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:30.876710] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-23T20:33:30.876983] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-23T20:33:30.877103] [INFO ] [sig       ] TWI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:31.020586] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TWI.txt
[2025-12-23T20:33:31.020721] [INFO ] [sig       ] [3225/3557] Completed TWI in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-23T20:33:31.020760] [INFO ] [sig       ] [3226/3557] Forecasting TWIN...
[2025-12-23T20:33:31.020791] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-23T20:33:31.020820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-23T20:33:31.032164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-23T20:33:31.032462] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-23T20:33:31.033286] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-23T20:33:31.033347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:31.033383] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:31.033412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:31.033470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:31.089326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:31.089993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:31.090069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:31.090100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:31.212888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:31.213051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:31.213092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:31.213121] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:31.216419] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-23T20:33:31.216715] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-23T20:33:31.216837] [INFO ] [sig       ] TWIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:31.370125] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TWIN.txt
[2025-12-23T20:33:31.370253] [INFO ] [sig       ] [3226/3557] Completed TWIN in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:31.370298] [INFO ] [sig       ] [3227/3557] Forecasting TWLO...
[2025-12-23T20:33:31.370328] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-23T20:33:31.370358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-23T20:33:31.381634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-23T20:33:31.381925] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-23T20:33:31.382709] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-23T20:33:31.382761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:31.382793] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:31.382818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:31.382873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:31.440045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:31.440656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:31.440730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:31.440762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:31.564755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:31.564906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:31.564950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:31.564979] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:31.568289] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-12-23T20:33:31.568554] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-23T20:33:31.568695] [INFO ] [sig       ] TWLO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:31.727321] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TWLO.txt
[2025-12-23T20:33:31.727450] [INFO ] [sig       ] [3227/3557] Completed TWLO in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:31.727489] [INFO ] [sig       ] [3228/3557] Forecasting TWO...
[2025-12-23T20:33:31.727519] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-23T20:33:31.727548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-23T20:33:31.739839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-23T20:33:31.740173] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-23T20:33:31.740985] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-23T20:33:31.741048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:31.741079] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:31.741105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:31.741161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:31.802512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:31.803712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:31.803835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:31.803882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:31.927166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:31.927322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:31.927362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:31.927391] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:31.930832] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-23T20:33:31.931102] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-23T20:33:31.931240] [INFO ] [sig       ] TWO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:32.070119] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TWO.txt
[2025-12-23T20:33:32.070308] [INFO ] [sig       ] [3228/3557] Completed TWO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:32.070350] [INFO ] [sig       ] [3229/3557] Forecasting TX...
[2025-12-23T20:33:32.070378] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-23T20:33:32.070407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-23T20:33:32.082552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-23T20:33:32.082921] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-23T20:33:32.083696] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-23T20:33:32.083748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:32.083780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:32.083805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:32.083865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:32.139853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:32.140716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:32.140798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:32.140830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:32.264138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:32.264292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:32.264334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:32.264363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:32.267802] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-23T20:33:32.268111] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-23T20:33:32.268236] [INFO ] [sig       ] TX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:32.407504] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TX.txt
[2025-12-23T20:33:32.407642] [INFO ] [sig       ] [3229/3557] Completed TX in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:32.407685] [INFO ] [sig       ] [3230/3557] Forecasting TXG...
[2025-12-23T20:33:32.407721] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-23T20:33:32.407752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-23T20:33:32.419047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-23T20:33:32.419383] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-23T20:33:32.420172] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-23T20:33:32.420225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:32.420258] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:32.420285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:32.420346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:32.480335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:32.481271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:32.481354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:32.481389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:32.599214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:32.599387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:32.599429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:32.599477] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:32.602951] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-23T20:33:32.603232] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-23T20:33:32.603359] [INFO ] [sig       ] TXG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:32.742846] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TXG.txt
[2025-12-23T20:33:32.743002] [INFO ] [sig       ] [3230/3557] Completed TXG in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:32.743049] [INFO ] [sig       ] [3231/3557] Forecasting TXMD...
[2025-12-23T20:33:32.743078] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-23T20:33:32.743108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-23T20:33:32.755033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-23T20:33:32.755322] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-23T20:33:32.756117] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-23T20:33:32.756169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:32.756201] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:32.756227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:32.756282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:32.812689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:32.813452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:32.813531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:32.813564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:32.926162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:32.926329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:32.926372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:32.926400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:32.930047] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-23T20:33:32.930348] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-23T20:33:32.930481] [INFO ] [sig       ] TXMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:33.070565] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TXMD.txt
[2025-12-23T20:33:33.070726] [INFO ] [sig       ] [3231/3557] Completed TXMD in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:33.070765] [INFO ] [sig       ] [3232/3557] Forecasting TXN...
[2025-12-23T20:33:33.070795] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-23T20:33:33.070825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-23T20:33:33.083078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-23T20:33:33.083373] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-23T20:33:33.084142] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-23T20:33:33.084195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:33.084253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:33.084282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:33.084342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:33.140462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:33.141126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:33.141200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:33.141245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:33.268448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:33.268669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:33.268724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:33.268754] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:33.272637] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-23T20:33:33.272957] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-23T20:33:33.273121] [INFO ] [sig       ] TXN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:33.421846] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TXN.txt
[2025-12-23T20:33:33.421991] [INFO ] [sig       ] [3232/3557] Completed TXN in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:33.422030] [INFO ] [sig       ] [3233/3557] Forecasting TXO...
[2025-12-23T20:33:33.422061] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-23T20:33:33.422091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-23T20:33:33.434378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-23T20:33:33.434721] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-23T20:33:33.435522] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-23T20:33:33.435596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:33.435632] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:33.435660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:33.435717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:33.497545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:33.498412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:33.498510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:33.498556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:33.624536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:33.624710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:33.624751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:33.624782] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:33.628390] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-23T20:33:33.628688] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-23T20:33:33.628821] [INFO ] [sig       ] TXO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:33.776360] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TXO.txt
[2025-12-23T20:33:33.776539] [INFO ] [sig       ] [3233/3557] Completed TXO in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-23T20:33:33.776600] [INFO ] [sig       ] [3234/3557] Forecasting TXRH...
[2025-12-23T20:33:33.776633] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-23T20:33:33.776663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-23T20:33:33.788974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-23T20:33:33.789326] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-23T20:33:33.790180] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-23T20:33:33.790235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:33.790268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:33.790307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:33.790366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:33.847565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:33.848421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:33.848504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:33.848536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:33.971145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:33.971309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:33.971349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:33.971376] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:33.974755] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-23T20:33:33.975029] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-23T20:33:33.975155] [INFO ] [sig       ] TXRH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:34.119913] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TXRH.txt
[2025-12-23T20:33:34.120097] [INFO ] [sig       ] [3234/3557] Completed TXRH in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:34.120142] [INFO ] [sig       ] [3235/3557] Forecasting TY...
[2025-12-23T20:33:34.120171] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-23T20:33:34.120200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-23T20:33:34.132101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-23T20:33:34.132526] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-23T20:33:34.133384] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-23T20:33:34.133441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:34.133473] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:34.133502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:34.133560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:34.191357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:34.192272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:34.192362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:34.192394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:34.314742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:34.314902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:34.314944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:34.315005] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:34.318411] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-23T20:33:34.318710] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-23T20:33:34.318837] [INFO ] [sig       ] TY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:34.458863] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TY.txt
[2025-12-23T20:33:34.459043] [INFO ] [sig       ] [3235/3557] Completed TY in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:34.459085] [INFO ] [sig       ] [3236/3557] Forecasting TYG...
[2025-12-23T20:33:34.459114] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-23T20:33:34.459143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-23T20:33:34.471073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-23T20:33:34.471402] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-23T20:33:34.472217] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-23T20:33:34.472282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:34.472314] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:34.472341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:34.472396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:34.529549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:34.530339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:34.530417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:34.530448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:34.651507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:34.651680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:34.651723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:34.651750] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:34.655060] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-23T20:33:34.655341] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-23T20:33:34.655472] [INFO ] [sig       ] TYG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:34.795567] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TYG.txt
[2025-12-23T20:33:34.795756] [INFO ] [sig       ] [3236/3557] Completed TYG in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:34.795796] [INFO ] [sig       ] [3237/3557] Forecasting TYGO...
[2025-12-23T20:33:34.795825] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-23T20:33:34.795854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-23T20:33:34.806887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-23T20:33:34.807222] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-23T20:33:34.807992] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-23T20:33:34.808044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:34.808075] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:34.808101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:34.808156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:34.864628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:34.865469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:34.865548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:34.865598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:34.980393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:34.980557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:34.980618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:34.980647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:34.984018] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-23T20:33:34.984287] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-23T20:33:34.984410] [INFO ] [sig       ] TYGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:35.125880] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TYGO.txt
[2025-12-23T20:33:35.126039] [INFO ] [sig       ] [3237/3557] Completed TYGO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:35.126078] [INFO ] [sig       ] [3238/3557] Forecasting TYL...
[2025-12-23T20:33:35.126109] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-23T20:33:35.126138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-23T20:33:35.137627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-23T20:33:35.137959] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-23T20:33:35.138729] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-23T20:33:35.138781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:35.138812] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:35.138838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:35.138894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:35.195092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:35.195941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:35.196019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:35.196056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:35.319917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:35.320107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:35.320147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:35.320176] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:35.323637] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-12-23T20:33:35.323925] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-23T20:33:35.324054] [INFO ] [sig       ] TYL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:35.465083] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/TYL.txt
[2025-12-23T20:33:35.465417] [INFO ] [sig       ] [3238/3557] Completed TYL in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:35.465460] [INFO ] [sig       ] [3239/3557] Forecasting TYRA...
[2025-12-23T20:33:35.465489] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-23T20:33:35.465519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-23T20:33:35.477194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-23T20:33:35.477540] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-23T20:33:35.478385] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-23T20:33:35.478440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:35.478474] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:35.478502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:35.478563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:35.535481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:35.536363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:35.536445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:35.536479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:35.659723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:35.659882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:35.659922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:35.659951] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:35.663275] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-23T20:33:35.663561] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-23T20:33:35.663727] [INFO ] [sig       ] TYRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:35.805007] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TYRA.txt
[2025-12-23T20:33:35.805184] [INFO ] [sig       ] [3239/3557] Completed TYRA in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:35.805229] [INFO ] [sig       ] [3240/3557] Forecasting TZOO...
[2025-12-23T20:33:35.805261] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-23T20:33:35.805292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-23T20:33:35.819097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-23T20:33:35.819624] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-23T20:33:35.820632] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-23T20:33:35.820697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:35.820739] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:35.820776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:35.820850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:35.882393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:35.883308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:35.883419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:35.883454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:36.005395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:36.005558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:36.005620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:36.005652] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:36.009060] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-23T20:33:36.009367] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-23T20:33:36.009498] [INFO ] [sig       ] TZOO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:36.155984] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/TZOO.txt
[2025-12-23T20:33:36.156143] [INFO ] [sig       ] [3240/3557] Completed TZOO in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:36.156182] [INFO ] [sig       ] [3241/3557] Forecasting UAA...
[2025-12-23T20:33:36.156212] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-23T20:33:36.156240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-23T20:33:36.170972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-23T20:33:36.171375] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-23T20:33:36.172223] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-23T20:33:36.172277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:36.172311] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:36.172338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:36.172395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:36.228444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:36.229383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:36.229467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:36.229501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:36.350268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:36.350436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:36.350477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:36.350505] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:36.354010] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2025-12-23T20:33:36.354335] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-23T20:33:36.354471] [INFO ] [sig       ] UAA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:36.498558] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UAA.txt
[2025-12-23T20:33:36.498752] [INFO ] [sig       ] [3241/3557] Completed UAA in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:36.498795] [INFO ] [sig       ] [3242/3557] Forecasting UAE...
[2025-12-23T20:33:36.498824] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-23T20:33:36.498853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-23T20:33:36.511364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-23T20:33:36.511771] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-23T20:33:36.512551] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-23T20:33:36.512623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:36.512656] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:36.512685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:36.512743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:36.570227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:36.571097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:36.571212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:36.571246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:36.694407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:36.694563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:36.694623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:36.694653] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:36.698040] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-23T20:33:36.698311] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-23T20:33:36.698434] [INFO ] [sig       ] UAE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:36.839032] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UAE.txt
[2025-12-23T20:33:36.839219] [INFO ] [sig       ] [3242/3557] Completed UAE in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-23T20:33:36.839265] [INFO ] [sig       ] [3243/3557] Forecasting UAL...
[2025-12-23T20:33:36.839296] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-23T20:33:36.839326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-23T20:33:36.854509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-23T20:33:36.854990] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-23T20:33:36.856054] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-23T20:33:36.856135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:36.856186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:36.856227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:36.856311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:36.922235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:36.923109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:36.923190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:36.923225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:37.045559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:37.045727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:37.045766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:37.045796] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:37.049033] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-23T20:33:37.049325] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-23T20:33:37.049449] [INFO ] [sig       ] UAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:37.198644] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UAL.txt
[2025-12-23T20:33:37.198852] [INFO ] [sig       ] [3243/3557] Completed UAL in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:37.198913] [INFO ] [sig       ] [3244/3557] Forecasting UBFO...
[2025-12-23T20:33:37.198956] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-23T20:33:37.198996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-23T20:33:37.214214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-23T20:33:37.214710] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-23T20:33:37.215757] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-23T20:33:37.215823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:37.215869] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:37.215908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:37.215990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:37.274281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:37.275060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:37.275142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:37.275174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:37.391093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:37.391225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:37.391264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:37.391292] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:37.394597] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-23T20:33:37.394868] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-23T20:33:37.394990] [INFO ] [sig       ] UBFO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:37.534655] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UBFO.txt
[2025-12-23T20:33:37.534771] [INFO ] [sig       ] [3244/3557] Completed UBFO in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:37.534810] [INFO ] [sig       ] [3245/3557] Forecasting UBND...
[2025-12-23T20:33:37.534839] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-23T20:33:37.534869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-23T20:33:37.545932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-23T20:33:37.546184] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-23T20:33:37.546938] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-23T20:33:37.546990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:37.547023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:37.547050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:37.547106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:37.603704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:37.604435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:37.604512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:37.604544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:37.730274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:37.730398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:37.730435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:37.730465] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:37.733654] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-23T20:33:37.733919] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-23T20:33:37.734038] [INFO ] [sig       ] UBND: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:37.873388] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UBND.txt
[2025-12-23T20:33:37.873530] [INFO ] [sig       ] [3245/3557] Completed UBND in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:37.873586] [INFO ] [sig       ] [3246/3557] Forecasting UBRL...
[2025-12-23T20:33:37.873621] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-23T20:33:37.873652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-23T20:33:37.885211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-23T20:33:37.885489] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-23T20:33:37.886272] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-23T20:33:37.886325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:37.886358] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:37.886386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:37.886447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:37.953426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:37.954303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:37.954385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:37.954418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:38.079584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:38.079758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:38.079798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:38.079827] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:38.083330] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-23T20:33:38.083630] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-23T20:33:38.083757] [INFO ] [sig       ] UBRL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:38.225079] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UBRL.txt
[2025-12-23T20:33:38.225275] [INFO ] [sig       ] [3246/3557] Completed UBRL in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:38.225344] [INFO ] [sig       ] [3247/3557] Forecasting UBS...
[2025-12-23T20:33:38.225389] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-23T20:33:38.225430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-23T20:33:38.238965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-23T20:33:38.239378] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-23T20:33:38.240199] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-23T20:33:38.240254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:38.240299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:38.240329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:38.240386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:38.302915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:38.303773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:38.303853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:38.303886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:38.425110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:38.425254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:38.425294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:38.425322] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:38.428613] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-12-23T20:33:38.428877] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-23T20:33:38.428997] [INFO ] [sig       ] UBS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:38.568924] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UBS.txt
[2025-12-23T20:33:38.569073] [INFO ] [sig       ] [3247/3557] Completed UBS in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:38.569112] [INFO ] [sig       ] [3248/3557] Forecasting UBSI...
[2025-12-23T20:33:38.569142] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-23T20:33:38.569188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-23T20:33:38.580938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-23T20:33:38.581247] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-23T20:33:38.582013] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-23T20:33:38.582064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:38.582096] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:38.582124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:38.582187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:38.638638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:38.639270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:38.639348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:38.639381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:38.755739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:38.755880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:38.755920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:38.755950] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:38.759433] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-23T20:33:38.759727] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-23T20:33:38.759852] [INFO ] [sig       ] UBSI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:38.900920] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UBSI.txt
[2025-12-23T20:33:38.901052] [INFO ] [sig       ] [3248/3557] Completed UBSI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:38.901095] [INFO ] [sig       ] [3249/3557] Forecasting UDMY...
[2025-12-23T20:33:38.901123] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-23T20:33:38.901151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-23T20:33:38.912878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-23T20:33:38.913162] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-23T20:33:38.913944] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-23T20:33:38.913996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:38.914052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:38.914080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:38.914141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:38.984358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:38.985478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:38.985612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:38.985665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:39.102397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:39.102557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:39.102615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:39.102647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:39.106173] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-23T20:33:39.106438] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-23T20:33:39.106559] [INFO ] [sig       ] UDMY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:39.244380] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UDMY.txt
[2025-12-23T20:33:39.244496] [INFO ] [sig       ] [3249/3557] Completed UDMY in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:39.244535] [INFO ] [sig       ] [3250/3557] Forecasting UE...
[2025-12-23T20:33:39.244565] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-23T20:33:39.244619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-23T20:33:39.256323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-23T20:33:39.256615] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-23T20:33:39.257360] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-23T20:33:39.257412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:39.257444] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:39.257470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:39.257525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:39.324350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:39.325427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:39.325510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:39.325543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:39.440826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:39.440983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:39.441025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:39.441054] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:39.444383] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-23T20:33:39.444688] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-23T20:33:39.444817] [INFO ] [sig       ] UE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:39.582194] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UE.txt
[2025-12-23T20:33:39.582347] [INFO ] [sig       ] [3250/3557] Completed UE in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:39.582394] [INFO ] [sig       ] [3251/3557] Forecasting UEIC...
[2025-12-23T20:33:39.582428] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-23T20:33:39.582458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-23T20:33:39.597204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-23T20:33:39.597633] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-23T20:33:39.598446] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-23T20:33:39.598500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:39.598534] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:39.598562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:39.598639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:39.653862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:39.654682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:39.654765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:39.654798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:39.773417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:39.773593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:39.773634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:39.773662] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:39.776987] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-23T20:33:39.777260] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-23T20:33:39.777382] [INFO ] [sig       ] UEIC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:39.915006] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UEIC.txt
[2025-12-23T20:33:39.915139] [INFO ] [sig       ] [3251/3557] Completed UEIC in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-23T20:33:39.915178] [INFO ] [sig       ] [3252/3557] Forecasting UFCS...
[2025-12-23T20:33:39.915209] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-23T20:33:39.915238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-23T20:33:39.926499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-23T20:33:39.926803] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-23T20:33:39.927543] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-23T20:33:39.927614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:39.927646] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:39.927672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:39.927728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:39.983420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:39.984226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:39.984306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:39.984337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:40.100911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:40.101069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:40.101109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:40.101173] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:40.104483] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-23T20:33:40.104768] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-23T20:33:40.104908] [INFO ] [sig       ] UFCS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:40.243029] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UFCS.txt
[2025-12-23T20:33:40.243184] [INFO ] [sig       ] [3252/3557] Completed UFCS in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:40.243224] [INFO ] [sig       ] [3253/3557] Forecasting UFI...
[2025-12-23T20:33:40.243254] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-23T20:33:40.243284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-23T20:33:40.254433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-23T20:33:40.254764] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-23T20:33:40.255520] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-23T20:33:40.255588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:40.255621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:40.255647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:40.255702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:40.312076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:40.312957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:40.313037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:40.313069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:40.434946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:40.435121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:40.435167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:40.435202] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:40.438725] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=42.33%)
[2025-12-23T20:33:40.438989] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-23T20:33:40.439118] [INFO ] [sig       ] UFI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:40.577515] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UFI.txt
[2025-12-23T20:33:40.577666] [INFO ] [sig       ] [3253/3557] Completed UFI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:40.577716] [INFO ] [sig       ] [3254/3557] Forecasting UFO...
[2025-12-23T20:33:40.577746] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-23T20:33:40.577782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-23T20:33:40.590067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-23T20:33:40.590387] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-23T20:33:40.591181] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-23T20:33:40.591235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:40.591268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:40.591296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:40.591354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:40.648892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:40.649763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:40.649841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:40.649873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:40.766857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:40.767003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:40.767042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:40.767109] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:40.770593] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-23T20:33:40.770868] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-23T20:33:40.770994] [INFO ] [sig       ] UFO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:40.908263] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UFO.txt
[2025-12-23T20:33:40.908389] [INFO ] [sig       ] [3254/3557] Completed UFO in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:40.908429] [INFO ] [sig       ] [3255/3557] Forecasting UFPI...
[2025-12-23T20:33:40.908457] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-23T20:33:40.908486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-23T20:33:40.920262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-23T20:33:40.920541] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-23T20:33:40.921311] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-23T20:33:40.921362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:40.921392] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:40.921418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:40.921474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:40.976671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:40.977278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:40.977353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:40.977385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:41.094817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:41.094979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:41.095019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:41.095046] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:41.098370] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-23T20:33:41.098656] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-23T20:33:41.098775] [INFO ] [sig       ] UFPI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:41.235933] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UFPI.txt
[2025-12-23T20:33:41.236051] [INFO ] [sig       ] [3255/3557] Completed UFPI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:41.236089] [INFO ] [sig       ] [3256/3557] Forecasting UGI...
[2025-12-23T20:33:41.236120] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-23T20:33:41.236153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-23T20:33:41.247169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-23T20:33:41.247455] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-23T20:33:41.248224] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-23T20:33:41.248275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:41.248307] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:41.248334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:41.248390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:41.305479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:41.306337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:41.306434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:41.306469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:41.427249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:41.427406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:41.427447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:41.427476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:41.430843] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-23T20:33:41.431110] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-23T20:33:41.431238] [INFO ] [sig       ] UGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:41.573188] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UGI.txt
[2025-12-23T20:33:41.573357] [INFO ] [sig       ] [3256/3557] Completed UGI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:41.573398] [INFO ] [sig       ] [3257/3557] Forecasting UGP...
[2025-12-23T20:33:41.573430] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-23T20:33:41.573461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-23T20:33:41.585991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-23T20:33:41.586366] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-23T20:33:41.587176] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-23T20:33:41.587231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:41.587263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:41.587290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:41.587347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:41.644207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:41.645107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:41.645192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:41.645226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:41.766914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:41.767075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:41.767113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:41.767141] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:41.770475] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-23T20:33:41.770762] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-23T20:33:41.770884] [INFO ] [sig       ] UGP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:41.909485] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UGP.txt
[2025-12-23T20:33:41.909627] [INFO ] [sig       ] [3257/3557] Completed UGP in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:41.909670] [INFO ] [sig       ] [3258/3557] Forecasting UHAL...
[2025-12-23T20:33:41.909698] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-23T20:33:41.909726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-23T20:33:41.921170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-23T20:33:41.921531] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-23T20:33:41.922361] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-23T20:33:41.922415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:41.922447] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:41.922487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:41.922554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:41.995799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:41.996635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:41.996714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:41.996746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:42.117488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:42.117678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:42.117720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:42.117748] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:42.121197] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-23T20:33:42.121475] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-23T20:33:42.121622] [INFO ] [sig       ] UHAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:42.256898] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UHAL.txt
[2025-12-23T20:33:42.257016] [INFO ] [sig       ] [3258/3557] Completed UHAL in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:42.257054] [INFO ] [sig       ] [3259/3557] Forecasting UHG...
[2025-12-23T20:33:42.257082] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-23T20:33:42.257112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-23T20:33:42.270605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-23T20:33:42.270945] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-23T20:33:42.271769] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-23T20:33:42.271821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:42.271852] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:42.271878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:42.271933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:42.326901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:42.327563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:42.327702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:42.327754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:42.449228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:42.449390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:42.449432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:42.449459] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:42.452892] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-23T20:33:42.453160] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-23T20:33:42.453284] [INFO ] [sig       ] UHG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:42.590304] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UHG.txt
[2025-12-23T20:33:42.590467] [INFO ] [sig       ] [3259/3557] Completed UHG in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:42.590511] [INFO ] [sig       ] [3260/3557] Forecasting UHS...
[2025-12-23T20:33:42.590542] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-23T20:33:42.590587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-23T20:33:42.603461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-23T20:33:42.603794] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-23T20:33:42.604594] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-23T20:33:42.604647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:42.604678] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:42.604705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:42.604760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:42.659997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:42.660837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:42.660919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:42.660950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:42.780158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:42.780330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:42.780371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:42.780399] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:42.783834] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-12-23T20:33:42.784107] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-23T20:33:42.784237] [INFO ] [sig       ] UHS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:42.922707] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UHS.txt
[2025-12-23T20:33:42.922877] [INFO ] [sig       ] [3260/3557] Completed UHS in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-23T20:33:42.922919] [INFO ] [sig       ] [3261/3557] Forecasting UI...
[2025-12-23T20:33:42.922948] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-23T20:33:42.922977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-23T20:33:42.937242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-23T20:33:42.937800] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-23T20:33:42.938838] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-23T20:33:42.938899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:42.938934] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:42.938962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:42.939026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:42.997590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:42.998708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:42.998803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:42.998838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:43.120649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:43.120880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:43.120930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:43.120960] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:43.125014] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-23T20:33:43.125334] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-23T20:33:43.125477] [INFO ] [sig       ] UI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:43.268494] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UI.txt
[2025-12-23T20:33:43.268723] [INFO ] [sig       ] [3261/3557] Completed UI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:43.268771] [INFO ] [sig       ] [3262/3557] Forecasting UIS...
[2025-12-23T20:33:43.268801] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-23T20:33:43.268841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-23T20:33:43.282550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-23T20:33:43.282937] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-23T20:33:43.283737] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-23T20:33:43.283790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:43.283822] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:43.283848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:43.283910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:43.339806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:43.340533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:43.340633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:43.340667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:43.482447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:43.482671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:43.482719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:43.482751] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:43.486210] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-23T20:33:43.486510] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-23T20:33:43.486668] [INFO ] [sig       ] UIS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:43.624601] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UIS.txt
[2025-12-23T20:33:43.624787] [INFO ] [sig       ] [3262/3557] Completed UIS in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:43.624831] [INFO ] [sig       ] [3263/3557] Forecasting UITB...
[2025-12-23T20:33:43.624860] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-23T20:33:43.624890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-23T20:33:43.637118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-23T20:33:43.637441] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-23T20:33:43.638209] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-23T20:33:43.638261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:43.638293] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:43.638319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:43.638378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:43.693872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:43.694606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:43.694683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:43.694716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:43.811121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:43.811288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:43.811329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:43.811356] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:43.814698] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-23T20:33:43.814965] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-23T20:33:43.815089] [INFO ] [sig       ] UITB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:43.953611] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UITB.txt
[2025-12-23T20:33:43.953746] [INFO ] [sig       ] [3263/3557] Completed UITB in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:43.953786] [INFO ] [sig       ] [3264/3557] Forecasting UL...
[2025-12-23T20:33:43.953815] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-23T20:33:43.953844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-23T20:33:43.965378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-23T20:33:43.965695] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-23T20:33:43.966446] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-23T20:33:43.966498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:43.966529] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:43.966556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:43.966637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:44.023016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:44.023913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:44.023999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:44.024031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:44.147629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:44.147787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:44.147827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:44.147855] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:44.151316] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=24.31%)
[2025-12-23T20:33:44.151611] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-23T20:33:44.151736] [INFO ] [sig       ] UL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:44.291273] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UL.txt
[2025-12-23T20:33:44.291407] [INFO ] [sig       ] [3264/3557] Completed UL in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:44.291447] [INFO ] [sig       ] [3265/3557] Forecasting ULBI...
[2025-12-23T20:33:44.291475] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-23T20:33:44.291504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-23T20:33:44.305047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-23T20:33:44.305389] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-23T20:33:44.306232] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-23T20:33:44.306286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:44.306318] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:44.306345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:44.306401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:44.362312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:44.362951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:44.363026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:44.363057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:44.479986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:44.480155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:44.480210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:44.480245] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:44.483668] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-23T20:33:44.483950] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-23T20:33:44.484076] [INFO ] [sig       ] ULBI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:44.622447] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ULBI.txt
[2025-12-23T20:33:44.622599] [INFO ] [sig       ] [3265/3557] Completed ULBI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:44.622640] [INFO ] [sig       ] [3266/3557] Forecasting ULCC...
[2025-12-23T20:33:44.622669] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-23T20:33:44.622698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-23T20:33:44.634181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-23T20:33:44.634551] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-23T20:33:44.635326] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-23T20:33:44.635378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:44.635434] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:44.635462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:44.635517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:44.690936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:44.691767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:44.691848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:44.691880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:44.811670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:44.811835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:44.811876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:44.811905] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:44.815380] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-23T20:33:44.815693] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-23T20:33:44.815823] [INFO ] [sig       ] ULCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:44.955184] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ULCC.txt
[2025-12-23T20:33:44.955322] [INFO ] [sig       ] [3266/3557] Completed ULCC in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:44.955363] [INFO ] [sig       ] [3267/3557] Forecasting ULH...
[2025-12-23T20:33:44.955391] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-23T20:33:44.955422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-23T20:33:44.966895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-23T20:33:44.967177] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-23T20:33:44.968087] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-23T20:33:44.968140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:44.968171] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:44.968197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:44.968252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:45.025905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:45.026798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:45.026879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:45.026911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:45.145404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:45.145566] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:33:45.145627] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:45.145656] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:45.148919] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-23T20:33:45.149203] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-23T20:33:45.149326] [INFO ] [sig       ] ULH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:45.286434] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ULH.txt
[2025-12-23T20:33:45.286556] [INFO ] [sig       ] [3267/3557] Completed ULH in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:45.286611] [INFO ] [sig       ] [3268/3557] Forecasting ULTA...
[2025-12-23T20:33:45.286641] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-23T20:33:45.286670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-23T20:33:45.297793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-23T20:33:45.298067] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-23T20:33:45.298868] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-23T20:33:45.298922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:45.298954] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:45.298981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:45.299038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:45.355810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:45.356675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:45.356759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:45.356792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:45.472326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:45.472490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:45.472529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:45.472557] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:45.475886] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-12-23T20:33:45.476154] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-23T20:33:45.476279] [INFO ] [sig       ] ULTA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:45.615690] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ULTA.txt
[2025-12-23T20:33:45.615856] [INFO ] [sig       ] [3268/3557] Completed ULTA in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-23T20:33:45.615898] [INFO ] [sig       ] [3269/3557] Forecasting ULY...
[2025-12-23T20:33:45.615927] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-23T20:33:45.615957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-23T20:33:45.626948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-23T20:33:45.627233] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-23T20:33:45.627999] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-23T20:33:45.628051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:45.628081] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:45.628107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:45.628162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:45.684960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:45.685674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:45.685754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:45.685786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:45.801934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:45.802073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:45.802111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:45.802172] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:45.805413] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-23T20:33:45.805699] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-23T20:33:45.805820] [INFO ] [sig       ] ULY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:45.944985] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ULY.txt
[2025-12-23T20:33:45.945113] [INFO ] [sig       ] [3269/3557] Completed ULY in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:45.945152] [INFO ] [sig       ] [3270/3557] Forecasting UMBF...
[2025-12-23T20:33:45.945182] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-23T20:33:45.945212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-23T20:33:45.957767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-23T20:33:45.958185] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-23T20:33:45.958996] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-23T20:33:45.959049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:45.959080] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:45.959106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:45.959185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:46.015029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:46.015925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:46.016006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:46.016037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:46.133613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:46.133780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:46.133821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:46.133849] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:46.137265] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-23T20:33:46.137593] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-23T20:33:46.137728] [INFO ] [sig       ] UMBF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:46.276146] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UMBF.txt
[2025-12-23T20:33:46.276277] [INFO ] [sig       ] [3270/3557] Completed UMBF in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:46.276317] [INFO ] [sig       ] [3271/3557] Forecasting UMC...
[2025-12-23T20:33:46.276346] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-23T20:33:46.276375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-23T20:33:46.287394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-23T20:33:46.287705] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-23T20:33:46.288464] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-23T20:33:46.288527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:46.288559] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:46.288605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:46.288664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:46.344151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:46.344755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:46.344831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:46.344862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:46.464661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:46.464762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:46.464797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:46.464826] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:46.467902] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-12-23T20:33:46.468161] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-23T20:33:46.468281] [INFO ] [sig       ] UMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:46.608589] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UMC.txt
[2025-12-23T20:33:46.608702] [INFO ] [sig       ] [3271/3557] Completed UMC in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:46.608741] [INFO ] [sig       ] [3272/3557] Forecasting UMH...
[2025-12-23T20:33:46.608769] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-23T20:33:46.608800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-23T20:33:46.621136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-23T20:33:46.621396] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-23T20:33:46.622176] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-23T20:33:46.622228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:46.622259] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:46.622285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:46.622340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:46.677499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:46.678092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:46.678167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:46.678199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:46.793705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:46.793858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:46.793895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:46.793925] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:46.797223] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-23T20:33:46.797491] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-23T20:33:46.797633] [INFO ] [sig       ] UMH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:46.934835] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UMH.txt
[2025-12-23T20:33:46.934960] [INFO ] [sig       ] [3272/3557] Completed UMH in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:46.934999] [INFO ] [sig       ] [3273/3557] Forecasting UMMA...
[2025-12-23T20:33:46.935027] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-23T20:33:46.935055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-23T20:33:46.946639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-23T20:33:46.946926] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-23T20:33:46.947697] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-23T20:33:46.947749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:46.947780] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:46.947806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:46.947861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:47.002755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:47.003363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:47.003438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:47.003469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:47.115884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:47.116029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:47.116068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:47.116095] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:47.119438] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-23T20:33:47.119753] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-23T20:33:47.119876] [INFO ] [sig       ] UMMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:47.260959] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UMMA.txt
[2025-12-23T20:33:47.261200] [INFO ] [sig       ] [3273/3557] Completed UMMA in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:47.261264] [INFO ] [sig       ] [3274/3557] Forecasting UNCY...
[2025-12-23T20:33:47.261310] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-23T20:33:47.261347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-23T20:33:47.274137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-23T20:33:47.274523] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-23T20:33:47.275327] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-23T20:33:47.275392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:47.275423] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:47.275450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:47.275505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:47.330998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:47.331896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:47.331987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:47.332021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:47.450954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:47.451108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:47.451148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:47.451177] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:47.454591] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-23T20:33:47.454881] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-23T20:33:47.455007] [INFO ] [sig       ] UNCY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:47.650085] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNCY.txt
[2025-12-23T20:33:47.650225] [INFO ] [sig       ] [3274/3557] Completed UNCY in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:47.650271] [INFO ] [sig       ] [3275/3557] Forecasting UNF...
[2025-12-23T20:33:47.650302] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-23T20:33:47.650332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-23T20:33:47.662829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-23T20:33:47.663150] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-23T20:33:47.663961] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-23T20:33:47.664015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:47.664047] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:47.664075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:47.664133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:47.722852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:47.723522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:47.723623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:47.723659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:47.849334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:47.849502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:47.849543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:47.849592] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:47.853046] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-23T20:33:47.853326] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-23T20:33:47.853460] [INFO ] [sig       ] UNF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:47.994803] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNF.txt
[2025-12-23T20:33:47.994936] [INFO ] [sig       ] [3275/3557] Completed UNF in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:47.994976] [INFO ] [sig       ] [3276/3557] Forecasting UNFI...
[2025-12-23T20:33:47.995005] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-23T20:33:47.995034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-23T20:33:48.006879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-23T20:33:48.007154] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-23T20:33:48.007955] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-23T20:33:48.008009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:48.008041] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:48.008070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:48.008127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:48.065473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:48.066107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:48.066210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:48.066244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:48.187183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:48.187341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:48.187380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:48.187409] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:48.190881] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-23T20:33:48.191160] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-23T20:33:48.191308] [INFO ] [sig       ] UNFI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:48.332050] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNFI.txt
[2025-12-23T20:33:48.332186] [INFO ] [sig       ] [3276/3557] Completed UNFI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:48.332226] [INFO ] [sig       ] [3277/3557] Forecasting UNM...
[2025-12-23T20:33:48.332256] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-23T20:33:48.332286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-23T20:33:48.344064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-23T20:33:48.344413] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-23T20:33:48.345225] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-23T20:33:48.345279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:48.345314] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:48.345343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:48.345399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:48.403738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:48.404504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:48.404604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:48.404641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:48.523129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:48.523278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:48.523317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:48.523347] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:48.526680] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-23T20:33:48.526947] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-23T20:33:48.527071] [INFO ] [sig       ] UNM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:48.681340] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNM.txt
[2025-12-23T20:33:48.681523] [INFO ] [sig       ] [3277/3557] Completed UNM in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:48.681596] [INFO ] [sig       ] [3278/3557] Forecasting UNMA...
[2025-12-23T20:33:48.681633] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-23T20:33:48.681664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-23T20:33:48.693370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-23T20:33:48.693723] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-23T20:33:48.694506] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-23T20:33:48.694560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:48.694615] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:48.694644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:48.694701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:48.751651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:48.752275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:48.752351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:48.752383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:48.863205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:48.863356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:48.863422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:48.863453] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:48.866728] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-12-23T20:33:48.866992] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-23T20:33:48.867113] [INFO ] [sig       ] UNMA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:49.012433] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UNMA.txt
[2025-12-23T20:33:49.012565] [INFO ] [sig       ] [3278/3557] Completed UNMA in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-23T20:33:49.012626] [INFO ] [sig       ] [3279/3557] Forecasting UNP...
[2025-12-23T20:33:49.012656] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-23T20:33:49.012686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-23T20:33:49.024793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-23T20:33:49.025111] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-23T20:33:49.025974] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-23T20:33:49.026027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:49.026061] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:49.026088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:49.026144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:49.083290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:49.083945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:49.084024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:49.084057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:49.204710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:49.204869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:49.204909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:49.204939] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:49.208295] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-23T20:33:49.208562] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-23T20:33:49.208706] [INFO ] [sig       ] UNP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:49.347586] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNP.txt
[2025-12-23T20:33:49.347778] [INFO ] [sig       ] [3279/3557] Completed UNP in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:49.347832] [INFO ] [sig       ] [3280/3557] Forecasting UNTY...
[2025-12-23T20:33:49.347870] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-23T20:33:49.347909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-23T20:33:49.359333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-23T20:33:49.359619] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-23T20:33:49.360387] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-23T20:33:49.360440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:49.360472] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:49.360500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:49.360557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:49.418095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:49.418799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:49.418893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:49.418926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:49.534324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:49.534471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:49.534510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:49.534539] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:49.537848] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=59.59%)
[2025-12-23T20:33:49.538112] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-23T20:33:49.538234] [INFO ] [sig       ] UNTY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:49.677685] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UNTY.txt
[2025-12-23T20:33:49.677862] [INFO ] [sig       ] [3280/3557] Completed UNTY in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:49.677904] [INFO ] [sig       ] [3281/3557] Forecasting UONE...
[2025-12-23T20:33:49.677935] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-23T20:33:49.677966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-23T20:33:49.689197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-23T20:33:49.689503] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-23T20:33:49.690330] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-23T20:33:49.690385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:49.690417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:49.690445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:49.690501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:49.747386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:49.748075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:49.748152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:49.748185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:49.853789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:49.853912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:49.853950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:49.853978] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:49.857203] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-23T20:33:49.857467] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-23T20:33:49.857607] [INFO ] [sig       ] UONE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:49.995166] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UONE.txt
[2025-12-23T20:33:49.995278] [INFO ] [sig       ] [3281/3557] Completed UONE in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:49.995316] [INFO ] [sig       ] [3282/3557] Forecasting UPBD...
[2025-12-23T20:33:49.995344] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-23T20:33:49.995372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-23T20:33:50.007029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-23T20:33:50.007381] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-23T20:33:50.008198] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-23T20:33:50.008253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:50.008301] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:50.008330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:50.008388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:50.065912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:50.066734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:50.066814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:50.066848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:50.184437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:50.184610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:50.184653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:50.184683] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:50.187969] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-12-23T20:33:50.188237] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-23T20:33:50.188360] [INFO ] [sig       ] UPBD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:50.327055] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UPBD.txt
[2025-12-23T20:33:50.327191] [INFO ] [sig       ] [3282/3557] Completed UPBD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:50.327230] [INFO ] [sig       ] [3283/3557] Forecasting UPC...
[2025-12-23T20:33:50.327259] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-23T20:33:50.327289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-23T20:33:50.338737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-23T20:33:50.339023] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-23T20:33:50.339852] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-23T20:33:50.339906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:50.339963] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:50.339991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:50.340048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:50.397809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:50.398520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:50.398618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:50.398653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:50.508044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:50.508194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:50.508233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:50.508262] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:50.511601] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2025-12-23T20:33:50.511867] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-23T20:33:50.511988] [INFO ] [sig       ] UPC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:50.650326] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UPC.txt
[2025-12-23T20:33:50.650485] [INFO ] [sig       ] [3283/3557] Completed UPC in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:50.650525] [INFO ] [sig       ] [3284/3557] Forecasting UPLD...
[2025-12-23T20:33:50.650555] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-23T20:33:50.650605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-23T20:33:50.662186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-23T20:33:50.662520] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-23T20:33:50.663310] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-23T20:33:50.663362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:50.663393] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:50.663420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:50.663475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:50.719383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:50.720177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:50.720256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:50.720288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:50.838841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:50.838981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:50.839022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:50.839049] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:50.842415] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-23T20:33:50.842703] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-23T20:33:50.842826] [INFO ] [sig       ] UPLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:50.980260] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UPLD.txt
[2025-12-23T20:33:50.980388] [INFO ] [sig       ] [3284/3557] Completed UPLD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:50.980427] [INFO ] [sig       ] [3285/3557] Forecasting UPS...
[2025-12-23T20:33:50.980457] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-23T20:33:50.980486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-23T20:33:50.992410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-23T20:33:50.992744] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-23T20:33:50.993588] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-23T20:33:50.993645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:50.993681] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:50.993708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:50.993765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:51.049634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:51.050210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:51.050284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:51.050315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:51.173046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:51.173207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:51.173246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:51.173275] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:51.176607] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-23T20:33:51.176873] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-23T20:33:51.176997] [INFO ] [sig       ] UPS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:51.315337] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UPS.txt
[2025-12-23T20:33:51.315467] [INFO ] [sig       ] [3285/3557] Completed UPS in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-23T20:33:51.315505] [INFO ] [sig       ] [3286/3557] Forecasting UPWK...
[2025-12-23T20:33:51.315540] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-23T20:33:51.315588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-23T20:33:51.326855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-23T20:33:51.327120] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-23T20:33:51.327883] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-23T20:33:51.327934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:51.327965] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:51.327991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:51.328046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:51.383770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:51.384410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:51.384485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:51.384517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:51.506098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:51.506215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:51.506254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:51.506312] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:51.510626] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-23T20:33:51.510898] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-23T20:33:51.511025] [INFO ] [sig       ] UPWK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:51.651614] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UPWK.txt
[2025-12-23T20:33:51.651774] [INFO ] [sig       ] [3286/3557] Completed UPWK in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:51.651814] [INFO ] [sig       ] [3287/3557] Forecasting UPXI...
[2025-12-23T20:33:51.651845] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-23T20:33:51.651874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-23T20:33:51.663281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-23T20:33:51.663665] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-23T20:33:51.664432] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-23T20:33:51.664485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:51.664516] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:51.664542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:51.664616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:51.720749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:51.721593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:51.721696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:51.721730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:51.848487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:51.848664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:51.848706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:51.848737] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:51.852187] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-23T20:33:51.852494] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-23T20:33:51.852642] [INFO ] [sig       ] UPXI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:51.991530] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UPXI.txt
[2025-12-23T20:33:51.991675] [INFO ] [sig       ] [3287/3557] Completed UPXI in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:51.991714] [INFO ] [sig       ] [3288/3557] Forecasting URBN...
[2025-12-23T20:33:51.991744] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-23T20:33:51.991774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-23T20:33:52.003206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-23T20:33:52.003519] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-23T20:33:52.004297] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-23T20:33:52.004350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:52.004381] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:52.004407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:52.004465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:52.060615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:52.061311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:52.061394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:52.061429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:52.186100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:52.186253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:52.186295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:52.186324] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:52.189757] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-23T20:33:52.190031] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-23T20:33:52.190161] [INFO ] [sig       ] URBN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:52.328129] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/URBN.txt
[2025-12-23T20:33:52.328280] [INFO ] [sig       ] [3288/3557] Completed URBN in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:52.328320] [INFO ] [sig       ] [3289/3557] Forecasting URGN...
[2025-12-23T20:33:52.328351] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-23T20:33:52.328381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-23T20:33:52.343954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-23T20:33:52.344414] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-23T20:33:52.345426] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-23T20:33:52.345499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:52.345540] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:52.345595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:52.345674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:52.409884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:52.410750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:52.410837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:52.410870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:52.527268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:52.527447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:52.527511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:52.527564] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:52.531040] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-23T20:33:52.531369] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-23T20:33:52.531510] [INFO ] [sig       ] URGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:52.672657] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/URGN.txt
[2025-12-23T20:33:52.672793] [INFO ] [sig       ] [3289/3557] Completed URGN in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:52.672833] [INFO ] [sig       ] [3290/3557] Forecasting URI...
[2025-12-23T20:33:52.672861] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-23T20:33:52.672891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-23T20:33:52.684616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-23T20:33:52.684933] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-23T20:33:52.685717] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-23T20:33:52.685770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:52.685802] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:52.685828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:52.685883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:52.741169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:52.741800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:52.741876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:52.741908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:52.864699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:52.864840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:52.864884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:52.864912] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:52.868193] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-23T20:33:52.868459] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-23T20:33:52.868599] [INFO ] [sig       ] URI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:53.007852] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/URI.txt
[2025-12-23T20:33:53.007981] [INFO ] [sig       ] [3290/3557] Completed URI in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:53.008021] [INFO ] [sig       ] [3291/3557] Forecasting URNJ...
[2025-12-23T20:33:53.008051] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-23T20:33:53.008080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-23T20:33:53.019469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-23T20:33:53.019782] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-23T20:33:53.020596] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-23T20:33:53.020649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:53.020680] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:53.020707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:53.020762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:53.077170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:53.077832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:53.077908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:53.077955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:53.197242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:53.197364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:53.197404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:53.197438] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:53.200653] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=24.58%)
[2025-12-23T20:33:53.200914] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-23T20:33:53.201035] [INFO ] [sig       ] URNJ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:53.341550] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/URNJ.txt
[2025-12-23T20:33:53.341701] [INFO ] [sig       ] [3291/3557] Completed URNJ in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:53.341740] [INFO ] [sig       ] [3292/3557] Forecasting UROY...
[2025-12-23T20:33:53.341771] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-23T20:33:53.341800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-23T20:33:53.353054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-23T20:33:53.353339] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-23T20:33:53.354136] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-23T20:33:53.354188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:53.354218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:53.354244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:53.354299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:53.409975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:53.410567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:53.410668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:53.410701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:53.544292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:53.544459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:53.544504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:53.544533] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:53.548395] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-23T20:33:53.548744] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-23T20:33:53.548900] [INFO ] [sig       ] UROY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:53.698491] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UROY.txt
[2025-12-23T20:33:53.698669] [INFO ] [sig       ] [3292/3557] Completed UROY in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:53.698717] [INFO ] [sig       ] [3293/3557] Forecasting USA...
[2025-12-23T20:33:53.698749] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-23T20:33:53.698778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-23T20:33:53.710513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-23T20:33:53.710850] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-23T20:33:53.711648] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-23T20:33:53.711702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:53.711733] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:53.711772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:53.711830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:53.768147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:53.769034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:53.769169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:53.769206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:53.889044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:53.889220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:53.889263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:53.889291] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:53.892906] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-23T20:33:53.893180] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-23T20:33:53.893306] [INFO ] [sig       ] USA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:54.032475] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USA.txt
[2025-12-23T20:33:54.032648] [INFO ] [sig       ] [3293/3557] Completed USA in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:54.032691] [INFO ] [sig       ] [3294/3557] Forecasting USAC...
[2025-12-23T20:33:54.032721] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-23T20:33:54.032751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-23T20:33:54.045057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-23T20:33:54.045400] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-23T20:33:54.046209] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-23T20:33:54.046263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:54.046297] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:54.046323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:54.046381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:54.104565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:54.105406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:54.105487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:54.105520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:54.230902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:54.231072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:54.231114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:54.231143] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:54.234730] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=53.69%)
[2025-12-23T20:33:54.235118] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-23T20:33:54.235268] [INFO ] [sig       ] USAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:54.375602] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USAC.txt
[2025-12-23T20:33:54.375766] [INFO ] [sig       ] [3294/3557] Completed USAC in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:54.375806] [INFO ] [sig       ] [3295/3557] Forecasting USB...
[2025-12-23T20:33:54.375837] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-23T20:33:54.375868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-23T20:33:54.388038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-23T20:33:54.388410] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-23T20:33:54.389241] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-23T20:33:54.389294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:54.389325] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:54.389351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:54.389407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:54.446724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:54.447605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:54.447688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:54.447722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:54.566295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:54.566459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:54.566500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:54.566530] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:54.570046] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-12-23T20:33:54.570464] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-23T20:33:54.570693] [INFO ] [sig       ] USB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:54.716075] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USB.txt
[2025-12-23T20:33:54.716250] [INFO ] [sig       ] [3295/3557] Completed USB in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-23T20:33:54.716299] [INFO ] [sig       ] [3296/3557] Forecasting USCB...
[2025-12-23T20:33:54.716329] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-23T20:33:54.716357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-23T20:33:54.727779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-23T20:33:54.728060] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-23T20:33:54.728823] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-23T20:33:54.728874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:54.728905] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:54.728932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:54.728988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:54.784909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:54.785693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:54.785788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:54.785820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:54.898047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:54.898197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:54.898238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:54.898267] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:54.901554] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=31.01%)
[2025-12-23T20:33:54.901845] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-23T20:33:54.901967] [INFO ] [sig       ] USCB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:55.041024] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USCB.txt
[2025-12-23T20:33:55.041189] [INFO ] [sig       ] [3296/3557] Completed USCB in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:55.041232] [INFO ] [sig       ] [3297/3557] Forecasting USDX...
[2025-12-23T20:33:55.041262] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-23T20:33:55.041300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-23T20:33:55.052187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-23T20:33:55.052535] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-23T20:33:55.053330] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-23T20:33:55.053384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:55.053416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:55.053444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:55.053502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:55.109717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:55.110491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:55.110567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:55.110618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:55.214536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:55.214708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:55.214749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:55.214777] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:55.218048] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-23T20:33:55.218314] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-23T20:33:55.218437] [INFO ] [sig       ] USDX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:55.355736] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USDX.txt
[2025-12-23T20:33:55.355882] [INFO ] [sig       ] [3297/3557] Completed USDX in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:55.355921] [INFO ] [sig       ] [3298/3557] Forecasting USEA...
[2025-12-23T20:33:55.355950] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-23T20:33:55.355980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-23T20:33:55.366724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-23T20:33:55.367017] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-23T20:33:55.367789] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-23T20:33:55.367840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:55.367871] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:55.367898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:55.367953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:55.427168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:55.428036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:55.428132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:55.428170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:55.541187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:55.541344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:55.541385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:55.541414] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:55.544892] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-23T20:33:55.545169] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-23T20:33:55.545297] [INFO ] [sig       ] USEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:55.684320] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USEA.txt
[2025-12-23T20:33:55.684482] [INFO ] [sig       ] [3298/3557] Completed USEA in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:55.684524] [INFO ] [sig       ] [3299/3557] Forecasting USFD...
[2025-12-23T20:33:55.684553] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-23T20:33:55.684611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-23T20:33:55.695860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-23T20:33:55.696185] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-23T20:33:55.697009] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-23T20:33:55.697064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:55.697097] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:55.697125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:55.697182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:55.754245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:55.755001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:55.755080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:55.755111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:55.875304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:55.875455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:55.875499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:55.875528] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:55.878856] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-23T20:33:55.879123] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-23T20:33:55.879274] [INFO ] [sig       ] USFD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:56.018146] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USFD.txt
[2025-12-23T20:33:56.018324] [INFO ] [sig       ] [3299/3557] Completed USFD in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:56.018365] [INFO ] [sig       ] [3300/3557] Forecasting USGO...
[2025-12-23T20:33:56.018395] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-23T20:33:56.018425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-23T20:33:56.029565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-23T20:33:56.029878] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-23T20:33:56.030668] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-23T20:33:56.030721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:56.030779] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:56.030809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:56.030867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:56.087768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:56.088566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:56.088667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:56.088700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:56.209912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:56.210071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:56.210114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:56.210151] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:56.213631] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-23T20:33:56.213967] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-23T20:33:56.214128] [INFO ] [sig       ] USGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:56.358777] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USGO.txt
[2025-12-23T20:33:56.358956] [INFO ] [sig       ] [3300/3557] Completed USGO in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:56.358997] [INFO ] [sig       ] [3301/3557] Forecasting USIG...
[2025-12-23T20:33:56.359027] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-23T20:33:56.359057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-23T20:33:56.370553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-23T20:33:56.370975] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-23T20:33:56.371807] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-23T20:33:56.371860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:56.371893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:56.371921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:56.371977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:56.429291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:56.430176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:56.430266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:56.430299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:56.557675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:56.557834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:56.557874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:56.557903] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:56.561253] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-23T20:33:56.561525] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-23T20:33:56.561669] [INFO ] [sig       ] USIG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:56.707795] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USIG.txt
[2025-12-23T20:33:56.707964] [INFO ] [sig       ] [3301/3557] Completed USIG in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:56.708005] [INFO ] [sig       ] [3302/3557] Forecasting USIO...
[2025-12-23T20:33:56.708037] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-23T20:33:56.708069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-23T20:33:56.720098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-23T20:33:56.720410] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-23T20:33:56.721185] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-23T20:33:56.721236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:56.721268] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:56.721295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:56.721350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:56.776904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:56.777487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:56.777563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:56.777612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:56.893706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:56.893831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:56.893869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:56.893896] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:56.897087] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-23T20:33:56.897349] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-23T20:33:56.897470] [INFO ] [sig       ] USIO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:57.038937] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USIO.txt
[2025-12-23T20:33:57.039076] [INFO ] [sig       ] [3302/3557] Completed USIO in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:57.039116] [INFO ] [sig       ] [3303/3557] Forecasting USLM...
[2025-12-23T20:33:57.039146] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-23T20:33:57.039196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-23T20:33:57.050640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-23T20:33:57.051013] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-23T20:33:57.051801] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-23T20:33:57.051853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:57.051883] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:57.051909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:57.051964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:57.107260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:57.107879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:57.107977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:57.108011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:57.220396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:57.220541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:57.220596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:57.220672] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:57.223986] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-23T20:33:57.224260] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-23T20:33:57.224391] [INFO ] [sig       ] USLM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:57.365482] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USLM.txt
[2025-12-23T20:33:57.365673] [INFO ] [sig       ] [3303/3557] Completed USLM in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-23T20:33:57.365717] [INFO ] [sig       ] [3304/3557] Forecasting USMC...
[2025-12-23T20:33:57.365747] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-23T20:33:57.365777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-23T20:33:57.377588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-23T20:33:57.377916] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-23T20:33:57.378778] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-23T20:33:57.378839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:57.378873] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:57.378900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:57.378983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:57.439895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:57.440658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:57.440742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:57.440775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:57.562473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:57.562646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:57.562688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:57.562718] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:57.566521] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-23T20:33:57.566836] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-23T20:33:57.566970] [INFO ] [sig       ] USMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:57.704495] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USMC.txt
[2025-12-23T20:33:57.704655] [INFO ] [sig       ] [3304/3557] Completed USMC in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:57.704698] [INFO ] [sig       ] [3305/3557] Forecasting USOI...
[2025-12-23T20:33:57.704726] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-23T20:33:57.704755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-23T20:33:57.716414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-23T20:33:57.716742] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-23T20:33:57.717505] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-23T20:33:57.717558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:57.717609] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:57.717637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:57.717705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:57.774116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:57.775016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:57.775103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:57.775136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:57.893544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:57.893728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:57.893769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:57.893799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:57.897243] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-23T20:33:57.897526] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-23T20:33:57.897677] [INFO ] [sig       ] USOI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:58.045136] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USOI.txt
[2025-12-23T20:33:58.045305] [INFO ] [sig       ] [3305/3557] Completed USOI in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:58.045348] [INFO ] [sig       ] [3306/3557] Forecasting USOY...
[2025-12-23T20:33:58.045377] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-23T20:33:58.045409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-23T20:33:58.057188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-23T20:33:58.057640] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-23T20:33:58.058514] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-23T20:33:58.058607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:58.058643] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:58.058672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:58.058729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:58.117244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:58.118113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:58.118196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:58.118229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:58.235811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:58.235963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:58.236003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:58.236032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:58.239385] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-23T20:33:58.239688] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-23T20:33:58.239829] [INFO ] [sig       ] USOY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:58.383207] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USOY.txt
[2025-12-23T20:33:58.383379] [INFO ] [sig       ] [3306/3557] Completed USOY in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:58.383420] [INFO ] [sig       ] [3307/3557] Forecasting USTB...
[2025-12-23T20:33:58.383452] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-23T20:33:58.383482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-23T20:33:58.395182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-23T20:33:58.395518] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-23T20:33:58.396330] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-23T20:33:58.396384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:58.396418] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:58.396445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:58.396501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:58.455993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:58.456886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:58.456970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:58.457002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:58.568923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:58.569073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:58.569113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:58.569142] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:58.572476] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-23T20:33:58.572768] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-23T20:33:58.572893] [INFO ] [sig       ] USTB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:58.709295] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/USTB.txt
[2025-12-23T20:33:58.709458] [INFO ] [sig       ] [3307/3557] Completed USTB in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:58.709503] [INFO ] [sig       ] [3308/3557] Forecasting USVM...
[2025-12-23T20:33:58.709534] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-23T20:33:58.709563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-23T20:33:58.721284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-23T20:33:58.721710] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-23T20:33:58.722547] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-23T20:33:58.722633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:58.722677] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:58.722706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:58.722763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:58.784623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:58.785621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:58.785719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:58.785752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:58.899911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:58.900062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:58.900101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:58.900130] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:58.903485] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-23T20:33:58.903772] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-23T20:33:58.903899] [INFO ] [sig       ] USVM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:59.040328] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USVM.txt
[2025-12-23T20:33:59.040462] [INFO ] [sig       ] [3308/3557] Completed USVM in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:59.040500] [INFO ] [sig       ] [3309/3557] Forecasting USXF...
[2025-12-23T20:33:59.040529] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-23T20:33:59.040559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-23T20:33:59.051841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-23T20:33:59.052153] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-23T20:33:59.052964] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-23T20:33:59.053017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:59.053049] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:59.053077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:59.053134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:59.108874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:59.109801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:59.109890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:59.109922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:59.223420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:59.223583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:59.223625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:59.223654] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:59.226965] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-23T20:33:59.227232] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-23T20:33:59.227354] [INFO ] [sig       ] USXF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:33:59.364272] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/USXF.txt
[2025-12-23T20:33:59.364413] [INFO ] [sig       ] [3309/3557] Completed USXF in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:59.364463] [INFO ] [sig       ] [3310/3557] Forecasting UTEN...
[2025-12-23T20:33:59.364492] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-23T20:33:59.364521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-23T20:33:59.375392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-23T20:33:59.375768] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-23T20:33:59.376593] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-23T20:33:59.376655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:59.376688] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:59.376716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:59.376773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:59.432411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:59.433255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:59.433370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:59.433404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:59.559666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:59.559840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:59.559896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:59.559927] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:59.563727] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-23T20:33:59.564041] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-23T20:33:59.564174] [INFO ] [sig       ] UTEN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:33:59.712629] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UTEN.txt
[2025-12-23T20:33:59.712771] [INFO ] [sig       ] [3310/3557] Completed UTEN in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:33:59.712819] [INFO ] [sig       ] [3311/3557] Forecasting UTF...
[2025-12-23T20:33:59.712866] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-23T20:33:59.712901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-23T20:33:59.724720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-23T20:33:59.725027] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-23T20:33:59.725821] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-23T20:33:59.725874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:33:59.725907] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:33:59.725934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:33:59.725991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:33:59.784940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:33:59.785621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:33:59.785702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:33:59.785734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:33:59.911291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:33:59.911443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:33:59.911482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:33:59.911513] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:33:59.914963] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-23T20:33:59.915299] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-23T20:33:59.915434] [INFO ] [sig       ] UTF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:00.062714] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UTF.txt
[2025-12-23T20:34:00.062878] [INFO ] [sig       ] [3311/3557] Completed UTF in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:34:00.062933] [INFO ] [sig       ] [3312/3557] Forecasting UTI...
[2025-12-23T20:34:00.062964] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-23T20:34:00.062994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-23T20:34:00.075817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-23T20:34:00.076290] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-23T20:34:00.077185] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-23T20:34:00.077244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:00.077275] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:00.077301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:00.077357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:00.134138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:00.135067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:00.135155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:00.135188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:00.258332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:00.258492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:00.258532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:00.258560] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:00.261953] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-23T20:34:00.262224] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-23T20:34:00.262349] [INFO ] [sig       ] UTI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:00.401874] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UTI.txt
[2025-12-23T20:34:00.402034] [INFO ] [sig       ] [3312/3557] Completed UTI in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:34:00.402072] [INFO ] [sig       ] [3313/3557] Forecasting UTL...
[2025-12-23T20:34:00.402103] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-23T20:34:00.402132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-23T20:34:00.413257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-23T20:34:00.413606] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-23T20:34:00.414363] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-23T20:34:00.414416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:00.414448] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:00.414475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:00.414530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:00.474421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:00.475490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:00.475607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:00.475643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:00.595666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:00.595849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:00.595890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:00.595919] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:00.599366] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-12-23T20:34:00.599689] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-23T20:34:00.599821] [INFO ] [sig       ] UTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:00.738066] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UTL.txt
[2025-12-23T20:34:00.738232] [INFO ] [sig       ] [3313/3557] Completed UTL in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-23T20:34:00.738272] [INFO ] [sig       ] [3314/3557] Forecasting UTMD...
[2025-12-23T20:34:00.738301] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-23T20:34:00.738332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-23T20:34:00.749264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-23T20:34:00.749539] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-23T20:34:00.750332] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-23T20:34:00.750384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:00.750416] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:00.750442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:00.750497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:00.808939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:00.809690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:00.809769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:00.809802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:00.920948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:00.921104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:00.921150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:00.921179] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:00.924485] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-23T20:34:00.924775] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-23T20:34:00.924897] [INFO ] [sig       ] UTMD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:01.063370] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UTMD.txt
[2025-12-23T20:34:01.063505] [INFO ] [sig       ] [3314/3557] Completed UTMD in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:01.063544] [INFO ] [sig       ] [3315/3557] Forecasting UTWO...
[2025-12-23T20:34:01.063597] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-23T20:34:01.063631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-23T20:34:01.078109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-23T20:34:01.078650] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-23T20:34:01.079614] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-23T20:34:01.079670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:01.079706] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:01.079735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:01.079795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:01.138495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:01.139766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:01.139865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:01.139899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:01.264910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:01.265091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:01.265132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:01.265162] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:01.268625] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-23T20:34:01.268899] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-23T20:34:01.269036] [INFO ] [sig       ] UTWO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:01.408933] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UTWO.txt
[2025-12-23T20:34:01.409074] [INFO ] [sig       ] [3315/3557] Completed UTWO in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:01.409114] [INFO ] [sig       ] [3316/3557] Forecasting UTZ...
[2025-12-23T20:34:01.409143] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-23T20:34:01.412246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-23T20:34:01.424196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-23T20:34:01.424503] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-23T20:34:01.425328] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-23T20:34:01.425390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:01.425432] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:01.425461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:01.425517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:01.482036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:01.482910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:01.483002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:01.483037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:01.599298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:01.599470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:01.599512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:01.599543] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:01.603119] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-23T20:34:01.603413] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-23T20:34:01.603547] [INFO ] [sig       ] UTZ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:01.750095] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UTZ.txt
[2025-12-23T20:34:01.750269] [INFO ] [sig       ] [3316/3557] Completed UTZ in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:01.750310] [INFO ] [sig       ] [3317/3557] Forecasting UVE...
[2025-12-23T20:34:01.750346] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-23T20:34:01.750391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-23T20:34:01.762760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-23T20:34:01.763145] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-23T20:34:01.763963] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-23T20:34:01.764019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:01.764111] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:01.764141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:01.764199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:01.821136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:01.822050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:01.822133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:01.822165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:01.940345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:01.940498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:01.940537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:01.940565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:01.943921] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-23T20:34:01.944188] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-23T20:34:01.944310] [INFO ] [sig       ] UVE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:02.082641] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UVE.txt
[2025-12-23T20:34:02.082802] [INFO ] [sig       ] [3317/3557] Completed UVE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:02.082843] [INFO ] [sig       ] [3318/3557] Forecasting UVSP...
[2025-12-23T20:34:02.082872] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-23T20:34:02.082902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-23T20:34:02.094521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-23T20:34:02.094946] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-23T20:34:02.095742] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-23T20:34:02.095794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:02.095826] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:02.095852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:02.095907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:02.151825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:02.152708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:02.152793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:02.152825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:02.278206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:02.278375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:02.278430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:02.278461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:02.282102] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=55.19%)
[2025-12-23T20:34:02.282393] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-23T20:34:02.282523] [INFO ] [sig       ] UVSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:02.424132] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UVSP.txt
[2025-12-23T20:34:02.424307] [INFO ] [sig       ] [3318/3557] Completed UVSP in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:02.424358] [INFO ] [sig       ] [3319/3557] Forecasting UWMC...
[2025-12-23T20:34:02.424390] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-23T20:34:02.424418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-23T20:34:02.435948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-23T20:34:02.436327] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-23T20:34:02.437113] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-23T20:34:02.437167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:02.437198] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:02.437224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:02.437279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:02.496026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:02.496900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:02.496999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:02.497034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:02.622522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:02.622704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:02.622754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:02.622787] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:02.626344] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-12-23T20:34:02.626669] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-23T20:34:02.626841] [INFO ] [sig       ] UWMC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:02.775385] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UWMC.txt
[2025-12-23T20:34:02.775552] [INFO ] [sig       ] [3319/3557] Completed UWMC in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:02.775613] [INFO ] [sig       ] [3320/3557] Forecasting UXIN...
[2025-12-23T20:34:02.775645] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-23T20:34:02.775674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-23T20:34:02.787045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-23T20:34:02.787396] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-23T20:34:02.788212] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-23T20:34:02.788266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:02.788298] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:02.788324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:02.788380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:02.848772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:02.849725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:02.850206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:02.850246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:02.964553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:02.964739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:02.964780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:02.964868] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:02.968191] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-23T20:34:02.968457] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-23T20:34:02.968598] [INFO ] [sig       ] UXIN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:03.114729] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UXIN.txt
[2025-12-23T20:34:03.114916] [INFO ] [sig       ] [3320/3557] Completed UXIN in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-23T20:34:03.114972] [INFO ] [sig       ] [3321/3557] Forecasting UYLD...
[2025-12-23T20:34:03.115005] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-23T20:34:03.115043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-23T20:34:03.128101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-23T20:34:03.128487] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-23T20:34:03.129432] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-23T20:34:03.129503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:03.129567] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:03.129621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:03.129699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:03.187260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:03.188260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:03.188427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:03.188487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:03.305754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:03.305929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:03.305973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:03.306004] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:03.309628] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-23T20:34:03.309936] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-23T20:34:03.310069] [INFO ] [sig       ] UYLD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:03.448221] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/UYLD.txt
[2025-12-23T20:34:03.448357] [INFO ] [sig       ] [3321/3557] Completed UYLD in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:03.448397] [INFO ] [sig       ] [3322/3557] Forecasting UZE...
[2025-12-23T20:34:03.448426] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-23T20:34:03.448456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-23T20:34:03.459788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-23T20:34:03.460166] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-23T20:34:03.461178] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-23T20:34:03.461232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:03.461265] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:03.461292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:03.461352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:03.520249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:03.521152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:03.521240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:03.521275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:03.638432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:03.638610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:03.638653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:03.638683] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:03.642118] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-23T20:34:03.642412] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-23T20:34:03.642564] [INFO ] [sig       ] UZE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:03.788349] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/UZE.txt
[2025-12-23T20:34:03.788504] [INFO ] [sig       ] [3322/3557] Completed UZE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:03.788546] [INFO ] [sig       ] [3323/3557] Forecasting VAC...
[2025-12-23T20:34:03.788595] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-23T20:34:03.788629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-23T20:34:03.800783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-23T20:34:03.801101] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-23T20:34:03.801936] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-23T20:34:03.801989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:03.802023] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:03.802058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:03.802118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:03.859372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:03.860237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:03.860320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:03.860352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:03.980263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:03.980415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:03.980457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:03.980485] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:03.983856] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-23T20:34:03.984127] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-23T20:34:03.984252] [INFO ] [sig       ] VAC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:04.123050] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VAC.txt
[2025-12-23T20:34:04.123195] [INFO ] [sig       ] [3323/3557] Completed VAC in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:04.123244] [INFO ] [sig       ] [3324/3557] Forecasting VAL...
[2025-12-23T20:34:04.123279] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-23T20:34:04.123315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-23T20:34:04.134554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-23T20:34:04.134865] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-23T20:34:04.135625] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-23T20:34:04.135677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:04.135708] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:04.135734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:04.135789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:04.192060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:04.192892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:04.192973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:04.193005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:04.314088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:04.314241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:04.314282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:04.314328] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:04.317666] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-12-23T20:34:04.317937] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-23T20:34:04.318062] [INFO ] [sig       ] VAL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:04.455102] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VAL.txt
[2025-12-23T20:34:04.455230] [INFO ] [sig       ] [3324/3557] Completed VAL in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:04.455270] [INFO ] [sig       ] [3325/3557] Forecasting VALE...
[2025-12-23T20:34:04.455299] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-23T20:34:04.455328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-23T20:34:04.466817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-23T20:34:04.467087] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-23T20:34:04.467847] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-23T20:34:04.467899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:04.467930] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:04.467956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:04.468011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:04.523186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:04.523816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:04.523891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:04.523923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:04.645771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:04.645946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:04.645991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:04.646028] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:04.649605] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-23T20:34:04.649911] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-23T20:34:04.650043] [INFO ] [sig       ] VALE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:04.802292] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VALE.txt
[2025-12-23T20:34:04.802451] [INFO ] [sig       ] [3325/3557] Completed VALE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:04.802491] [INFO ] [sig       ] [3326/3557] Forecasting VALN...
[2025-12-23T20:34:04.802521] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-23T20:34:04.802550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-23T20:34:04.815269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-23T20:34:04.815700] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-23T20:34:04.816550] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-23T20:34:04.816635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:04.816669] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:04.816695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:04.816752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:04.875685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:04.876606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:04.876714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:04.876748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:05.007082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:05.007273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:05.007339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:05.007391] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:05.012682] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-23T20:34:05.013203] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-23T20:34:05.013419] [INFO ] [sig       ] VALN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:05.215875] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VALN.txt
[2025-12-23T20:34:05.216052] [INFO ] [sig       ] [3326/3557] Completed VALN in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:05.216095] [INFO ] [sig       ] [3327/3557] Forecasting VANI...
[2025-12-23T20:34:05.216125] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-23T20:34:05.216165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-23T20:34:05.233425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-23T20:34:05.233970] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-23T20:34:05.235169] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-23T20:34:05.235237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:05.235286] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:05.235333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:05.235426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:05.310869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:05.311850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:05.311997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:05.312050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:05.486489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:05.486728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:05.486812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:05.486870] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:05.492936] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-23T20:34:05.493489] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-23T20:34:05.493739] [INFO ] [sig       ] VANI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:05.669003] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VANI.txt
[2025-12-23T20:34:05.669206] [INFO ] [sig       ] [3327/3557] Completed VANI in 0.5s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:05.669250] [INFO ] [sig       ] [3328/3557] Forecasting VBF...
[2025-12-23T20:34:05.669283] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-23T20:34:05.669322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-23T20:34:05.682923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-23T20:34:05.683404] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-23T20:34:05.684405] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-23T20:34:05.684467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:05.684501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:05.684544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:05.684630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:05.749056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:05.750160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:05.750259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:05.750294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:05.888056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:05.888219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:05.888262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:05.888292] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:05.891832] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-23T20:34:05.892136] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-23T20:34:05.892271] [INFO ] [sig       ] VBF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:06.031746] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VBF.txt
[2025-12-23T20:34:06.031905] [INFO ] [sig       ] [3328/3557] Completed VBF in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:06.031944] [INFO ] [sig       ] [3329/3557] Forecasting VBNK...
[2025-12-23T20:34:06.031975] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-23T20:34:06.032004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-23T20:34:06.045003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-23T20:34:06.045394] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-23T20:34:06.046225] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-23T20:34:06.046280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:06.046312] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:06.046339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:06.046395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:06.109284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:06.110192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:06.110278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:06.110312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:06.236388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:06.236548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:06.236607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:06.236639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:06.240271] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-23T20:34:06.240554] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-23T20:34:06.240707] [INFO ] [sig       ] VBNK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:06.389989] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VBNK.txt
[2025-12-23T20:34:06.390160] [INFO ] [sig       ] [3329/3557] Completed VBNK in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:06.390221] [INFO ] [sig       ] [3330/3557] Forecasting VC...
[2025-12-23T20:34:06.390258] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-23T20:34:06.390289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-23T20:34:06.402363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-23T20:34:06.402712] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-23T20:34:06.403527] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-23T20:34:06.403606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:06.403643] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:06.403675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:06.403744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:06.461383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:06.462386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:06.462475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:06.462508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:06.586925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:06.587084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:06.587125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:06.587156] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:06.590695] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-12-23T20:34:06.591016] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-23T20:34:06.591164] [INFO ] [sig       ] VC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:06.733806] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VC.txt
[2025-12-23T20:34:06.733997] [INFO ] [sig       ] [3330/3557] Completed VC in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-23T20:34:06.734040] [INFO ] [sig       ] [3331/3557] Forecasting VCEL...
[2025-12-23T20:34:06.734070] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-23T20:34:06.734100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-23T20:34:06.745660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-23T20:34:06.746047] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-23T20:34:06.746848] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-23T20:34:06.746902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:06.746934] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:06.746961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:06.747016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:06.805848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:06.806795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:06.806883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:06.806917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:06.925879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:06.926051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:06.926095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:06.926125] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:06.929674] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-23T20:34:06.929985] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-23T20:34:06.930143] [INFO ] [sig       ] VCEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:07.074201] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VCEL.txt
[2025-12-23T20:34:07.074415] [INFO ] [sig       ] [3331/3557] Completed VCEL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:07.074474] [INFO ] [sig       ] [3332/3557] Forecasting VCRB...
[2025-12-23T20:34:07.074507] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-23T20:34:07.074546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-23T20:34:07.087286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-23T20:34:07.087732] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-23T20:34:07.088742] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-23T20:34:07.088803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:07.088850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:07.088891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:07.088966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:07.149883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:07.150749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:07.150836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:07.150870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:07.276407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:07.276611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:07.276669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:07.276701] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:07.280529] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-23T20:34:07.280889] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-23T20:34:07.281027] [INFO ] [sig       ] VCRB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:07.432090] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VCRB.txt
[2025-12-23T20:34:07.432254] [INFO ] [sig       ] [3332/3557] Completed VCRB in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:07.432296] [INFO ] [sig       ] [3333/3557] Forecasting VCSH...
[2025-12-23T20:34:07.432326] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-23T20:34:07.432355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-23T20:34:07.444352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-23T20:34:07.444725] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-23T20:34:07.445511] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-23T20:34:07.445598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:07.445646] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:07.445676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:07.445732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:07.508870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:07.509831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:07.509943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:07.509980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:07.639641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:07.639803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:07.639846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:07.639876] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:07.643490] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-23T20:34:07.643816] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-23T20:34:07.643950] [INFO ] [sig       ] VCSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:07.793272] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VCSH.txt
[2025-12-23T20:34:07.793430] [INFO ] [sig       ] [3333/3557] Completed VCSH in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:07.793471] [INFO ] [sig       ] [3334/3557] Forecasting VECO...
[2025-12-23T20:34:07.793503] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-23T20:34:07.793534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-23T20:34:07.805673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-23T20:34:07.806037] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-23T20:34:07.806899] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-23T20:34:07.806953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:07.807013] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:07.807042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:07.807099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:07.868411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:07.869296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:07.869386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:07.869419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:07.988373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:07.988536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:07.988595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:07.988629] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:07.992269] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-12-23T20:34:07.992561] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-23T20:34:07.992717] [INFO ] [sig       ] VECO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:08.132687] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VECO.txt
[2025-12-23T20:34:08.132840] [INFO ] [sig       ] [3334/3557] Completed VECO in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:08.132886] [INFO ] [sig       ] [3335/3557] Forecasting VEEE...
[2025-12-23T20:34:08.132922] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-23T20:34:08.132955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-23T20:34:08.143878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-23T20:34:08.144173] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-23T20:34:08.144954] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-23T20:34:08.145005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:08.145037] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:08.145064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:08.145119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:08.201289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:08.201952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:08.202029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:08.202061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:08.318668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:08.318823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:08.318865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:08.318933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:08.322409] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-23T20:34:08.322707] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-23T20:34:08.322837] [INFO ] [sig       ] VEEE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:08.463486] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VEEE.txt
[2025-12-23T20:34:08.463680] [INFO ] [sig       ] [3335/3557] Completed VEEE in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:08.463722] [INFO ] [sig       ] [3336/3557] Forecasting VEL...
[2025-12-23T20:34:08.463751] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-23T20:34:08.463780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-23T20:34:08.475392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-23T20:34:08.475775] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-23T20:34:08.476595] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-23T20:34:08.476648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:08.476680] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:08.476706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:08.476762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:08.532433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:08.533220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:08.533299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:08.533331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:08.651748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:08.651908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:08.651948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:08.651975] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:08.655350] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-23T20:34:08.655643] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-23T20:34:08.655767] [INFO ] [sig       ] VEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:08.794352] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VEL.txt
[2025-12-23T20:34:08.794487] [INFO ] [sig       ] [3336/3557] Completed VEL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:08.794527] [INFO ] [sig       ] [3337/3557] Forecasting VEON...
[2025-12-23T20:34:08.794558] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-23T20:34:08.794607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-23T20:34:08.806039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-23T20:34:08.806321] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-23T20:34:08.807102] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-23T20:34:08.807155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:08.807186] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:08.807212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:08.807267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:08.862601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:08.863320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:08.863402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:08.863434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:08.985861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:08.986018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:08.986060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:08.986124] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:08.989544] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-12-23T20:34:08.989848] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-23T20:34:08.989972] [INFO ] [sig       ] VEON: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:09.132046] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VEON.txt
[2025-12-23T20:34:09.132194] [INFO ] [sig       ] [3337/3557] Completed VEON in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:09.132235] [INFO ] [sig       ] [3338/3557] Forecasting VERA...
[2025-12-23T20:34:09.132264] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-23T20:34:09.132293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-23T20:34:09.145595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-23T20:34:09.145979] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-23T20:34:09.146771] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-23T20:34:09.146825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:09.146859] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:09.146887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:09.146944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:09.203474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:09.204253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:09.204331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:09.204363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:09.322083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:09.322241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:09.322281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:09.322309] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:09.325709] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-23T20:34:09.326037] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-23T20:34:09.326180] [INFO ] [sig       ] VERA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:09.463314] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VERA.txt
[2025-12-23T20:34:09.463451] [INFO ] [sig       ] [3338/3557] Completed VERA in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-23T20:34:09.463490] [INFO ] [sig       ] [3339/3557] Forecasting VERI...
[2025-12-23T20:34:09.463520] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-23T20:34:09.463550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-23T20:34:09.474769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-23T20:34:09.475088] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-23T20:34:09.475864] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-23T20:34:09.475916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:09.475947] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:09.475973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:09.476042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:09.532474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:09.533320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:09.533399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:09.533431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:09.656988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:09.657144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:09.657186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:09.657215] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:09.660712] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-23T20:34:09.660993] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-23T20:34:09.661121] [INFO ] [sig       ] VERI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:09.802325] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VERI.txt
[2025-12-23T20:34:09.802481] [INFO ] [sig       ] [3339/3557] Completed VERI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:09.802522] [INFO ] [sig       ] [3340/3557] Forecasting VERO...
[2025-12-23T20:34:09.802552] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-23T20:34:09.802602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-23T20:34:09.813601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-23T20:34:09.813918] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-23T20:34:09.814711] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-23T20:34:09.814764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:09.814796] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:09.814823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:09.814878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:09.871152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:09.872003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:09.872085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:09.872117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:09.994160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:09.994327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:09.994370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:09.994398] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:09.998155] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-23T20:34:09.998465] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-23T20:34:09.998618] [INFO ] [sig       ] VERO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:10.169721] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VERO.txt
[2025-12-23T20:34:10.169880] [INFO ] [sig       ] [3340/3557] Completed VERO in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:10.169922] [INFO ] [sig       ] [3341/3557] Forecasting VERX...
[2025-12-23T20:34:10.169951] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-23T20:34:10.169981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-23T20:34:10.182047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-23T20:34:10.182353] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-23T20:34:10.183134] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-23T20:34:10.183198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:10.183230] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:10.183257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:10.183313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:10.242298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:10.243144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:10.243225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:10.243259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:10.359192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:10.359323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:10.359361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:10.359391] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:10.362642] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-23T20:34:10.362907] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-23T20:34:10.363031] [INFO ] [sig       ] VERX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:10.501850] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VERX.txt
[2025-12-23T20:34:10.501964] [INFO ] [sig       ] [3341/3557] Completed VERX in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:10.502002] [INFO ] [sig       ] [3342/3557] Forecasting VFC...
[2025-12-23T20:34:10.502030] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-23T20:34:10.502060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-23T20:34:10.513111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-23T20:34:10.513382] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-23T20:34:10.514148] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-23T20:34:10.514200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:10.514231] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:10.514258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:10.514313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:10.569707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:10.570307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:10.570384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:10.570440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:10.697502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:10.697691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:10.697733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:10.697761] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:10.701224] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-23T20:34:10.701510] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-23T20:34:10.701658] [INFO ] [sig       ] VFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:10.843426] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VFC.txt
[2025-12-23T20:34:10.843558] [INFO ] [sig       ] [3342/3557] Completed VFC in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:10.843615] [INFO ] [sig       ] [3343/3557] Forecasting VFF...
[2025-12-23T20:34:10.843645] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-23T20:34:10.843673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-23T20:34:10.854504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-23T20:34:10.854788] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-23T20:34:10.855676] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-23T20:34:10.855728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:10.855760] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:10.855786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:10.855843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:10.912404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:10.913016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:10.913092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:10.913123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:11.029101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:11.029264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:11.029304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:11.029333] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:11.032768] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-23T20:34:11.033037] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-23T20:34:11.033158] [INFO ] [sig       ] VFF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:11.171480] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VFF.txt
[2025-12-23T20:34:11.171640] [INFO ] [sig       ] [3343/3557] Completed VFF in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:11.171680] [INFO ] [sig       ] [3344/3557] Forecasting VFLO...
[2025-12-23T20:34:11.171711] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-23T20:34:11.171740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-23T20:34:11.183255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-23T20:34:11.183530] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-23T20:34:11.184361] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-23T20:34:11.184413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:11.184444] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:11.184471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:11.184526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:11.240981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:11.241608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:11.241708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:11.241741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:11.364957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:11.365106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:11.365146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:11.365175] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:11.368496] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-23T20:34:11.368781] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-23T20:34:11.368902] [INFO ] [sig       ] VFLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:11.505979] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VFLO.txt
[2025-12-23T20:34:11.506112] [INFO ] [sig       ] [3344/3557] Completed VFLO in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:11.506150] [INFO ] [sig       ] [3345/3557] Forecasting VFS...
[2025-12-23T20:34:11.506181] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-23T20:34:11.506210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-23T20:34:11.516969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-23T20:34:11.517243] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-23T20:34:11.518011] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-23T20:34:11.518063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:11.518094] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:11.518120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:11.518176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:11.574340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:11.574954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:11.575029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:11.575060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:11.690710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:11.690875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:11.690924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:11.690961] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:11.694301] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-23T20:34:11.694592] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-23T20:34:11.694720] [INFO ] [sig       ] VFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:11.838698] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VFS.txt
[2025-12-23T20:34:11.838868] [INFO ] [sig       ] [3345/3557] Completed VFS in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:11.838917] [INFO ] [sig       ] [3346/3557] Forecasting VGI...
[2025-12-23T20:34:11.838952] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-23T20:34:11.838984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-23T20:34:11.849846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-23T20:34:11.850214] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-23T20:34:11.851027] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-23T20:34:11.851079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:11.851109] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:11.851135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:11.851191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:11.908936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:11.909811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:11.909910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:11.909950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:12.020734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:12.020895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:12.020937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:12.020968] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:12.024343] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-23T20:34:12.024658] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-23T20:34:12.024786] [INFO ] [sig       ] VGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:12.174175] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VGI.txt
[2025-12-23T20:34:12.174341] [INFO ] [sig       ] [3346/3557] Completed VGI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:12.174382] [INFO ] [sig       ] [3347/3557] Forecasting VGM...
[2025-12-23T20:34:12.174411] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-23T20:34:12.174439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-23T20:34:12.186347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-23T20:34:12.186705] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-23T20:34:12.187470] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-23T20:34:12.187523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:12.187554] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:12.187599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:12.187657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:12.243306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:12.244004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:12.244082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:12.244114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:12.363965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:12.364131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:12.364173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:12.364207] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:12.367719] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-12-23T20:34:12.368027] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-23T20:34:12.368166] [INFO ] [sig       ] VGM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:12.516654] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VGM.txt
[2025-12-23T20:34:12.516894] [INFO ] [sig       ] [3347/3557] Completed VGM in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:12.516947] [INFO ] [sig       ] [3348/3557] Forecasting VGSH...
[2025-12-23T20:34:12.516979] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-23T20:34:12.517010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-23T20:34:12.528741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-23T20:34:12.529184] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-23T20:34:12.530099] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-23T20:34:12.530161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:12.530195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:12.530224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:12.530281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:12.592321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:12.593307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:12.593398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:12.593442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:12.724980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:12.725153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:12.725211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:12.725243] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:12.728849] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-12-23T20:34:12.729180] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-23T20:34:12.729324] [INFO ] [sig       ] VGSH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:12.880265] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VGSH.txt
[2025-12-23T20:34:12.880435] [INFO ] [sig       ] [3348/3557] Completed VGSH in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-23T20:34:12.880480] [INFO ] [sig       ] [3349/3557] Forecasting VICI...
[2025-12-23T20:34:12.880510] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-23T20:34:12.880543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-23T20:34:12.895923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-23T20:34:12.896301] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-23T20:34:12.897164] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-23T20:34:12.897219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:12.897251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:12.897279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:12.897335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:12.954368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:12.955203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:12.955285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:12.955318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:13.075432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:13.075621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:13.075677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:13.075719] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:13.079121] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-12-23T20:34:13.079441] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-23T20:34:13.079595] [INFO ] [sig       ] VICI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:13.218359] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VICI.txt
[2025-12-23T20:34:13.218510] [INFO ] [sig       ] [3349/3557] Completed VICI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:13.218551] [INFO ] [sig       ] [3350/3557] Forecasting VIGI...
[2025-12-23T20:34:13.218600] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-23T20:34:13.218632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-23T20:34:13.229789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-23T20:34:13.230112] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-23T20:34:13.230887] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-23T20:34:13.230939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:13.230972] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:13.230998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:13.231054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:13.287721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:13.288478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:13.288557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:13.288610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:13.413683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:13.413879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:13.413926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:13.413958] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:13.417803] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-23T20:34:13.418126] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-23T20:34:13.418269] [INFO ] [sig       ] VIGI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:13.562077] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VIGI.txt
[2025-12-23T20:34:13.562235] [INFO ] [sig       ] [3350/3557] Completed VIGI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:13.562275] [INFO ] [sig       ] [3351/3557] Forecasting VINP...
[2025-12-23T20:34:13.562306] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-23T20:34:13.562335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-23T20:34:13.573203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-23T20:34:13.573500] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-23T20:34:13.574289] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-23T20:34:13.574342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:13.574398] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:13.574426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:13.574483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:13.629561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:13.630234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:13.630312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:13.630344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:13.745766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:13.745914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:13.745953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:13.745981] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:13.749334] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2025-12-23T20:34:13.749626] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-23T20:34:13.749752] [INFO ] [sig       ] VINP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:13.886751] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VINP.txt
[2025-12-23T20:34:13.886885] [INFO ] [sig       ] [3351/3557] Completed VINP in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:13.886926] [INFO ] [sig       ] [3352/3557] Forecasting VIPS...
[2025-12-23T20:34:13.886956] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-23T20:34:13.886986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-23T20:34:13.898064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-23T20:34:13.898401] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-23T20:34:13.899226] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-23T20:34:13.899279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:13.899322] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:13.899349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:13.899404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:13.954814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:13.955440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:13.955516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:13.955547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:14.075926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:14.076057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:14.076096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:14.076124] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:14.079433] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-23T20:34:14.079721] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-23T20:34:14.079846] [INFO ] [sig       ] VIPS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:14.221651] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VIPS.txt
[2025-12-23T20:34:14.221808] [INFO ] [sig       ] [3352/3557] Completed VIPS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:14.221849] [INFO ] [sig       ] [3353/3557] Forecasting VIRC...
[2025-12-23T20:34:14.221879] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-23T20:34:14.221909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-23T20:34:14.233887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-23T20:34:14.234195] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-23T20:34:14.235056] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-23T20:34:14.235109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:14.235142] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:14.235169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:14.235233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:14.291058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:14.291753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:14.291829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:14.291861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:14.411141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:14.411288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:14.411327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:14.411355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:14.414725] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-23T20:34:14.415009] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-23T20:34:14.415133] [INFO ] [sig       ] VIRC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:14.553301] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VIRC.txt
[2025-12-23T20:34:14.553463] [INFO ] [sig       ] [3353/3557] Completed VIRC in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:14.553503] [INFO ] [sig       ] [3354/3557] Forecasting VITL...
[2025-12-23T20:34:14.553533] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-23T20:34:14.553563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-23T20:34:14.564447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-23T20:34:14.564807] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-23T20:34:14.565586] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-23T20:34:14.565639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:14.565670] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:14.565696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:14.565752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:14.621833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:14.622548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:14.622644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:14.622676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:14.740767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:14.740930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:14.740970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:14.741029] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:14.744564] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-12-23T20:34:14.744878] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-23T20:34:14.745006] [INFO ] [sig       ] VITL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:14.884895] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VITL.txt
[2025-12-23T20:34:14.885023] [INFO ] [sig       ] [3354/3557] Completed VITL in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:14.885062] [INFO ] [sig       ] [3355/3557] Forecasting VKQ...
[2025-12-23T20:34:14.885092] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-23T20:34:14.885122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-23T20:34:14.896008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-23T20:34:14.896298] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-23T20:34:14.897117] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-23T20:34:14.897174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:14.897219] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:14.897250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:14.897321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:14.963162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:14.963992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:14.964078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:14.964111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:15.080121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:15.080277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:15.080316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:15.080345] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:15.083726] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-12-23T20:34:15.084008] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-23T20:34:15.084136] [INFO ] [sig       ] VKQ: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:15.227129] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VKQ.txt
[2025-12-23T20:34:15.227262] [INFO ] [sig       ] [3355/3557] Completed VKQ in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-23T20:34:15.227315] [INFO ] [sig       ] [3356/3557] Forecasting VKTX...
[2025-12-23T20:34:15.227347] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-23T20:34:15.227376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-23T20:34:15.238943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-23T20:34:15.239230] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-23T20:34:15.240001] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-23T20:34:15.240058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:15.240089] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:15.240115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:15.240172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:15.296148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:15.296785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:15.296860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:15.296892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:15.415095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:15.415271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:15.415321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:15.415355] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:15.419179] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-23T20:34:15.419473] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-23T20:34:15.419628] [INFO ] [sig       ] VKTX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:15.557811] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VKTX.txt
[2025-12-23T20:34:15.557960] [INFO ] [sig       ] [3356/3557] Completed VKTX in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:15.558000] [INFO ] [sig       ] [3357/3557] Forecasting VLGEA...
[2025-12-23T20:34:15.558030] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-23T20:34:15.558060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-23T20:34:15.568960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-23T20:34:15.569262] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-23T20:34:15.570059] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-23T20:34:15.570112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:15.570144] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:15.570172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:15.570229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:15.628113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:15.628880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:15.628961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:15.628994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:15.750782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:15.750909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:15.750952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:15.750980] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:15.754290] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=47.68%)
[2025-12-23T20:34:15.754559] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-23T20:34:15.754719] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:15.899897] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VLGEA.txt
[2025-12-23T20:34:15.900055] [INFO ] [sig       ] [3357/3557] Completed VLGEA in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:15.900102] [INFO ] [sig       ] [3358/3557] Forecasting VLN...
[2025-12-23T20:34:15.900133] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-23T20:34:15.900162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-23T20:34:15.911519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-23T20:34:15.911866] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-23T20:34:15.912668] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-23T20:34:15.912720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:15.912752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:15.912778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:15.912834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:15.971517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:15.972267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:15.972346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:15.972396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:16.091779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:16.091911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:16.091951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:16.091980] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:16.095418] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-23T20:34:16.095714] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-23T20:34:16.095858] [INFO ] [sig       ] VLN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:16.238667] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VLN.txt
[2025-12-23T20:34:16.238797] [INFO ] [sig       ] [3358/3557] Completed VLN in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:16.238835] [INFO ] [sig       ] [3359/3557] Forecasting VLO...
[2025-12-23T20:34:16.238865] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-23T20:34:16.238895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-23T20:34:16.250853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-23T20:34:16.251153] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-23T20:34:16.252082] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-23T20:34:16.252138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:16.252170] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:16.252197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:16.252255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:16.310311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:16.311005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:16.311083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:16.311114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:16.434502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:16.434659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:16.434715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:16.434746] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:16.438090] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-23T20:34:16.438361] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-23T20:34:16.438487] [INFO ] [sig       ] VLO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:16.580272] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VLO.txt
[2025-12-23T20:34:16.580411] [INFO ] [sig       ] [3359/3557] Completed VLO in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:16.580451] [INFO ] [sig       ] [3360/3557] Forecasting VLRS...
[2025-12-23T20:34:16.580481] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-23T20:34:16.580510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-23T20:34:16.591722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-23T20:34:16.592029] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-23T20:34:16.592811] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-23T20:34:16.592863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:16.592894] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:16.592920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:16.592984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:16.649611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:16.650237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:16.650315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:16.650346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:16.767694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:16.767812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:16.767849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:16.767876] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:16.771117] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-23T20:34:16.771380] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-23T20:34:16.771500] [INFO ] [sig       ] VLRS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:16.908206] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VLRS.txt
[2025-12-23T20:34:16.908319] [INFO ] [sig       ] [3360/3557] Completed VLRS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:16.908358] [INFO ] [sig       ] [3361/3557] Forecasting VLTO...
[2025-12-23T20:34:16.908388] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-23T20:34:16.908417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-23T20:34:16.919479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-23T20:34:16.919782] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-23T20:34:16.920524] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-23T20:34:16.920592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:16.920625] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:16.920653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:16.920709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:16.978658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:16.979293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:16.979405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:16.979440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:17.102672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:17.102814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:17.102858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:17.102887] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:17.106288] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-23T20:34:17.106560] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-23T20:34:17.106701] [INFO ] [sig       ] VLTO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:17.248807] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VLTO.txt
[2025-12-23T20:34:17.248937] [INFO ] [sig       ] [3361/3557] Completed VLTO in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:17.248978] [INFO ] [sig       ] [3362/3557] Forecasting VLY...
[2025-12-23T20:34:17.249008] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-23T20:34:17.249039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-23T20:34:17.260524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-23T20:34:17.260847] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-23T20:34:17.261627] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-23T20:34:17.261688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:17.261720] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:17.261746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:17.261802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:17.317130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:17.317740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:17.317814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:17.317845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:17.436368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:17.436505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:17.436543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:17.436586] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:17.439833] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-23T20:34:17.440099] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-23T20:34:17.440223] [INFO ] [sig       ] VLY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:17.578054] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VLY.txt
[2025-12-23T20:34:17.578205] [INFO ] [sig       ] [3362/3557] Completed VLY in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:17.578245] [INFO ] [sig       ] [3363/3557] Forecasting VMBS...
[2025-12-23T20:34:17.578275] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-23T20:34:17.578304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-23T20:34:17.589757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-23T20:34:17.590094] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-23T20:34:17.590882] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-23T20:34:17.590933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:17.590975] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:17.591002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:17.591057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:17.646429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:17.647225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:17.647304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:17.647335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:17.773288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:17.773450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:17.773493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:17.773522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:17.776991] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-23T20:34:17.777267] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-23T20:34:17.777405] [INFO ] [sig       ] VMBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:17.919168] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VMBS.txt
[2025-12-23T20:34:17.919340] [INFO ] [sig       ] [3363/3557] Completed VMBS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:17.919382] [INFO ] [sig       ] [3364/3557] Forecasting VMD...
[2025-12-23T20:34:17.919412] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-23T20:34:17.919441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-23T20:34:17.931375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-23T20:34:17.931806] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-23T20:34:17.932648] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-23T20:34:17.932703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:17.932737] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:17.932768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:17.932828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:17.989953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:17.990775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:17.990857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:17.990892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:18.105625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:18.105789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:18.105831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:18.105863] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:18.109757] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-23T20:34:18.110038] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-23T20:34:18.110171] [INFO ] [sig       ] VMD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:18.250139] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VMD.txt
[2025-12-23T20:34:18.250300] [INFO ] [sig       ] [3364/3557] Completed VMD in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:18.250340] [INFO ] [sig       ] [3365/3557] Forecasting VMI...
[2025-12-23T20:34:18.250369] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-23T20:34:18.250400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-23T20:34:18.265555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-23T20:34:18.266059] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-23T20:34:18.267059] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-23T20:34:18.267122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:18.267168] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:18.267209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:18.267287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:18.331894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:18.332799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:18.332885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:18.332918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:18.452808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:18.452964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:18.453004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:18.453032] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:18.456343] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-23T20:34:18.456630] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-23T20:34:18.456754] [INFO ] [sig       ] VMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:18.595488] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VMI.txt
[2025-12-23T20:34:18.595677] [INFO ] [sig       ] [3365/3557] Completed VMI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:18.595719] [INFO ] [sig       ] [3366/3557] Forecasting VMO...
[2025-12-23T20:34:18.595749] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-23T20:34:18.595779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-23T20:34:18.607445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-23T20:34:18.607815] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-23T20:34:18.608614] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-23T20:34:18.608667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:18.608699] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:18.608726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:18.608782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:18.663930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:18.664614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:18.664691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:18.664723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:18.784162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:18.784331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:18.784371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:18.784400] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:18.787803] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-23T20:34:18.788073] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-23T20:34:18.788196] [INFO ] [sig       ] VMO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:18.925083] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VMO.txt
[2025-12-23T20:34:18.925223] [INFO ] [sig       ] [3366/3557] Completed VMO in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-23T20:34:18.925263] [INFO ] [sig       ] [3367/3557] Forecasting VNDA...
[2025-12-23T20:34:18.925298] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-23T20:34:18.925327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-23T20:34:18.936813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-23T20:34:18.937151] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-23T20:34:18.937922] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-23T20:34:18.937975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:18.938006] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:18.938033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:18.938088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:18.993273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:18.993933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:18.994008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:18.994043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:19.112906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:19.113064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:19.113103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:19.113132] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:19.116435] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-23T20:34:19.116723] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-23T20:34:19.116847] [INFO ] [sig       ] VNDA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:19.254014] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VNDA.txt
[2025-12-23T20:34:19.254153] [INFO ] [sig       ] [3367/3557] Completed VNDA in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:19.254194] [INFO ] [sig       ] [3368/3557] Forecasting VNO...
[2025-12-23T20:34:19.254223] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-23T20:34:19.254253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-23T20:34:19.266567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-23T20:34:19.267020] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-23T20:34:19.267846] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-23T20:34:19.267906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:19.267969] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:19.267999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:19.268056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:19.326591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:19.327486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:19.327590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:19.327626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:19.449929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:19.450086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:19.450127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:19.450158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:19.453649] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-23T20:34:19.453964] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-23T20:34:19.454107] [INFO ] [sig       ] VNO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:19.602773] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VNO.txt
[2025-12-23T20:34:19.602925] [INFO ] [sig       ] [3368/3557] Completed VNO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:19.602964] [INFO ] [sig       ] [3369/3557] Forecasting VNOM...
[2025-12-23T20:34:19.602995] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-23T20:34:19.603026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-23T20:34:19.614674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-23T20:34:19.615004] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-23T20:34:19.615789] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-23T20:34:19.615841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:19.615873] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:19.615899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:19.615954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:19.671180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:19.671953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:19.672032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:19.672068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:19.792360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:19.792519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:19.792563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:19.792612] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:19.796041] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-23T20:34:19.796319] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-23T20:34:19.796447] [INFO ] [sig       ] VNOM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:19.940213] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VNOM.txt
[2025-12-23T20:34:19.940362] [INFO ] [sig       ] [3369/3557] Completed VNOM in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:19.940410] [INFO ] [sig       ] [3370/3557] Forecasting VNQI...
[2025-12-23T20:34:19.940440] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-23T20:34:19.940470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-23T20:34:19.952354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-23T20:34:19.952673] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-23T20:34:19.953468] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-23T20:34:19.953521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:19.953553] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:19.953606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:19.953673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:20.011442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:20.012143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:20.012220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:20.012252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:20.137203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:20.137390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:20.137449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:20.137518] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:20.142539] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-23T20:34:20.142931] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-23T20:34:20.143103] [INFO ] [sig       ] VNQI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:20.284303] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VNQI.txt
[2025-12-23T20:34:20.284462] [INFO ] [sig       ] [3370/3557] Completed VNQI in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:20.284503] [INFO ] [sig       ] [3371/3557] Forecasting VOC...
[2025-12-23T20:34:20.284532] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-23T20:34:20.284562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-23T20:34:20.295784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-23T20:34:20.296157] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-23T20:34:20.296954] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-23T20:34:20.297007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:20.297038] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:20.297063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:20.297118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:20.353415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:20.354282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:20.354369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:20.354401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:20.470137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:20.470289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:20.470329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:20.470392] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:20.473737] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-23T20:34:20.474004] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-23T20:34:20.474124] [INFO ] [sig       ] VOC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:20.612253] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VOC.txt
[2025-12-23T20:34:20.612381] [INFO ] [sig       ] [3371/3557] Completed VOC in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:20.612421] [INFO ] [sig       ] [3372/3557] Forecasting VOD...
[2025-12-23T20:34:20.612449] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-23T20:34:20.612478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-23T20:34:20.623449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-23T20:34:20.623767] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-23T20:34:20.624519] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-23T20:34:20.624590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:20.624625] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:20.624651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:20.624706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:20.683455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:20.684183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:20.684257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:20.684289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:20.797960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:20.798072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:20.798109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:20.798136] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:20.801294] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-23T20:34:20.801561] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-23T20:34:20.801704] [INFO ] [sig       ] VOD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:20.940005] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VOD.txt
[2025-12-23T20:34:20.940130] [INFO ] [sig       ] [3372/3557] Completed VOD in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:20.940172] [INFO ] [sig       ] [3373/3557] Forecasting VONE...
[2025-12-23T20:34:20.940201] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-23T20:34:20.940229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-23T20:34:20.950869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-23T20:34:20.951157] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-23T20:34:20.951925] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-23T20:34:20.951976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:20.952007] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:20.952033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:20.952093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:21.007422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:21.008020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:21.008097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:21.008129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:21.126439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:21.126563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:21.126618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:21.126649] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:21.129879] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-23T20:34:21.130144] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-23T20:34:21.130266] [INFO ] [sig       ] VONE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:21.266880] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VONE.txt
[2025-12-23T20:34:21.266998] [INFO ] [sig       ] [3373/3557] Completed VONE in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-23T20:34:21.267038] [INFO ] [sig       ] [3374/3557] Forecasting VONG...
[2025-12-23T20:34:21.267066] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-23T20:34:21.267094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-23T20:34:21.280599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-23T20:34:21.281042] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-23T20:34:21.281907] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-23T20:34:21.281962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:21.281993] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:21.282020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:21.282092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:21.338814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:21.339858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:21.339975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:21.340024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:21.473274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:21.473431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:21.473473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:21.473502] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:21.476974] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-23T20:34:21.477353] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-23T20:34:21.477545] [INFO ] [sig       ] VONG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:21.620295] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VONG.txt
[2025-12-23T20:34:21.620468] [INFO ] [sig       ] [3374/3557] Completed VONG in 0.4s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:21.620512] [INFO ] [sig       ] [3375/3557] Forecasting VOTE...
[2025-12-23T20:34:21.620542] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-23T20:34:21.620592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-23T20:34:21.632297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-23T20:34:21.632682] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-23T20:34:21.633503] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-23T20:34:21.633556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:21.633619] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:21.633651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:21.633710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:21.689197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:21.689838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:21.689913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:21.689945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:21.805771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:21.805909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:21.805948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:21.805977] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:21.809393] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-12-23T20:34:21.809696] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-23T20:34:21.809821] [INFO ] [sig       ] VOTE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:21.961090] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VOTE.txt
[2025-12-23T20:34:21.961279] [INFO ] [sig       ] [3375/3557] Completed VOTE in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:21.961338] [INFO ] [sig       ] [3376/3557] Forecasting VPG...
[2025-12-23T20:34:21.961376] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-23T20:34:21.961418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-23T20:34:21.973968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-23T20:34:21.974301] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-23T20:34:21.975118] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-23T20:34:21.975197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:21.975246] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:21.975287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:21.975369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:22.037762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:22.038457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:22.038538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:22.038587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:22.159461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:22.159618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:22.159679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:22.159709] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:22.162997] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-12-23T20:34:22.163267] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-23T20:34:22.163392] [INFO ] [sig       ] VPG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:22.299540] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VPG.txt
[2025-12-23T20:34:22.299672] [INFO ] [sig       ] [3376/3557] Completed VPG in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:22.299710] [INFO ] [sig       ] [3377/3557] Forecasting VPLS...
[2025-12-23T20:34:22.299739] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-23T20:34:22.299767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-23T20:34:22.310401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-23T20:34:22.310716] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-23T20:34:22.311467] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-23T20:34:22.311519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:22.311550] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:22.311595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:22.311652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:22.368018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:22.368675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:22.368750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:22.368784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:22.486406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:22.486554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:22.486610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:22.486639] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:22.489973] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-23T20:34:22.490241] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-23T20:34:22.490362] [INFO ] [sig       ] VPLS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:22.637493] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VPLS.txt
[2025-12-23T20:34:22.637689] [INFO ] [sig       ] [3377/3557] Completed VPLS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:22.637736] [INFO ] [sig       ] [3378/3557] Forecasting VRA...
[2025-12-23T20:34:22.637767] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-23T20:34:22.637802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-23T20:34:22.649623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-23T20:34:22.649948] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-23T20:34:22.650807] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-23T20:34:22.650861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:22.650893] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:22.650922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:22.650984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:22.709494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:22.710198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:22.710302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:22.710336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:22.832274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:22.832407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:22.832446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:22.832474] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:22.835858] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-23T20:34:22.836146] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-23T20:34:22.836288] [INFO ] [sig       ] VRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:22.982063] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VRA.txt
[2025-12-23T20:34:22.982185] [INFO ] [sig       ] [3378/3557] Completed VRA in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:22.982227] [INFO ] [sig       ] [3379/3557] Forecasting VRCA...
[2025-12-23T20:34:22.982257] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-23T20:34:22.982288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-23T20:34:22.994123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-23T20:34:22.994403] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-23T20:34:22.995211] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-23T20:34:22.995266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:22.995300] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:22.995327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:22.995385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:23.053612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:23.054216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:23.054291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:23.054324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:23.180081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:23.180234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:23.180277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:23.180306] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:23.183677] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-23T20:34:23.183956] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-23T20:34:23.184082] [INFO ] [sig       ] VRCA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:23.325911] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRCA.txt
[2025-12-23T20:34:23.326053] [INFO ] [sig       ] [3379/3557] Completed VRCA in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:23.326097] [INFO ] [sig       ] [3380/3557] Forecasting VRDN...
[2025-12-23T20:34:23.326131] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-23T20:34:23.326161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-23T20:34:23.337345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-23T20:34:23.337659] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-23T20:34:23.338402] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-23T20:34:23.338454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:23.338485] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:23.338511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:23.338567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:23.393966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:23.394545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:23.394635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:23.394667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:23.517030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:23.517225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:23.517271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:23.517300] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:23.520743] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-23T20:34:23.521015] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-23T20:34:23.521159] [INFO ] [sig       ] VRDN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:23.659970] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VRDN.txt
[2025-12-23T20:34:23.660112] [INFO ] [sig       ] [3380/3557] Completed VRDN in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:23.660160] [INFO ] [sig       ] [3381/3557] Forecasting VRE...
[2025-12-23T20:34:23.660195] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-23T20:34:23.660231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-23T20:34:23.671826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-23T20:34:23.672134] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-23T20:34:23.672920] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-23T20:34:23.672971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:23.673004] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:23.673030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:23.673085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:23.729507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:23.730238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:23.730327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:23.730359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:23.849276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:23.849399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:23.849438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:23.849469] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:23.852884] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-23T20:34:23.853170] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-23T20:34:23.853294] [INFO ] [sig       ] VRE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:23.991610] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VRE.txt
[2025-12-23T20:34:23.991777] [INFO ] [sig       ] [3381/3557] Completed VRE in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:23.991819] [INFO ] [sig       ] [3382/3557] Forecasting VREX...
[2025-12-23T20:34:23.991848] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-23T20:34:23.991877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-23T20:34:24.002982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-23T20:34:24.003356] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-23T20:34:24.004134] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-23T20:34:24.004187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:24.004218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:24.004244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:24.004300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:24.060105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:24.060748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:24.060824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:24.060855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:24.175886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:24.176025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:24.176064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:24.176092] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:24.179431] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-12-23T20:34:24.179714] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-23T20:34:24.179836] [INFO ] [sig       ] VREX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:24.318949] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VREX.txt
[2025-12-23T20:34:24.319085] [INFO ] [sig       ] [3382/3557] Completed VREX in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-23T20:34:24.319125] [INFO ] [sig       ] [3383/3557] Forecasting VRIG...
[2025-12-23T20:34:24.319179] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-23T20:34:24.319213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-23T20:34:24.330079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-23T20:34:24.330393] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-23T20:34:24.331163] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-23T20:34:24.331225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:24.331263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:24.331296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:24.331354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:24.387311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:24.387998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:24.388075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:24.388107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:24.481069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:24.481236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:24.481284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:24.481312] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:24.484633] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-23T20:34:24.484900] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-23T20:34:24.485021] [INFO ] [sig       ] VRIG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:24.624185] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRIG.txt
[2025-12-23T20:34:24.624329] [INFO ] [sig       ] [3383/3557] Completed VRIG in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 59.7s
[2025-12-23T20:34:24.624369] [INFO ] [sig       ] [3384/3557] Forecasting VRNS...
[2025-12-23T20:34:24.624397] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-23T20:34:24.624427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-23T20:34:24.635109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-23T20:34:24.635422] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-23T20:34:24.636193] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-23T20:34:24.636244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:24.636276] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:24.636303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:24.636359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:24.693851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:24.694758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:24.694840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:24.694874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:24.817268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:24.817426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:24.817465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:24.817493] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:24.820903] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=71.96%)
[2025-12-23T20:34:24.821181] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-23T20:34:24.821306] [INFO ] [sig       ] VRNS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:24.962252] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRNS.txt
[2025-12-23T20:34:24.962420] [INFO ] [sig       ] [3384/3557] Completed VRNS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 59.4s
[2025-12-23T20:34:24.962461] [INFO ] [sig       ] [3385/3557] Forecasting VRRM...
[2025-12-23T20:34:24.962490] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-23T20:34:24.962518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-23T20:34:24.974836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-23T20:34:24.975194] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-23T20:34:24.976038] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-23T20:34:24.976094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:24.976156] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:24.976188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:24.976248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:25.033715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:25.034608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:25.034693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:25.034727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:25.169426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:25.169616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:25.169661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:25.169690] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:25.173284] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-23T20:34:25.173611] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-23T20:34:25.173748] [INFO ] [sig       ] VRRM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:25.335254] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRRM.txt
[2025-12-23T20:34:25.335422] [INFO ] [sig       ] [3385/3557] Completed VRRM in 0.4s | 2.91 sym/s | Total: 19.4m | ETA: 59.0s
[2025-12-23T20:34:25.335471] [INFO ] [sig       ] [3386/3557] Forecasting VRSK...
[2025-12-23T20:34:25.335502] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-23T20:34:25.335533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-23T20:34:25.347084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-23T20:34:25.347399] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-23T20:34:25.348193] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-23T20:34:25.348248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:25.348280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:25.348308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:25.348366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:25.406566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:25.407416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:25.407496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:25.407529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:25.530673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:25.530825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:25.530867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:25.530896] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:25.534300] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-23T20:34:25.534589] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-23T20:34:25.534718] [INFO ] [sig       ] VRSK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:25.685141] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRSK.txt
[2025-12-23T20:34:25.685341] [INFO ] [sig       ] [3386/3557] Completed VRSK in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 58.7s
[2025-12-23T20:34:25.685402] [INFO ] [sig       ] [3387/3557] Forecasting VRSN...
[2025-12-23T20:34:25.685447] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-23T20:34:25.685492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-23T20:34:25.698734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-23T20:34:25.699109] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-23T20:34:25.699984] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-23T20:34:25.700052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:25.700086] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:25.700120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:25.700190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:25.769797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:25.770861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:25.770956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:25.770998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:25.906054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:25.906210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:25.906251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:25.906279] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:25.909632] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-23T20:34:25.909902] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-23T20:34:25.910027] [INFO ] [sig       ] VRSN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:26.049558] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VRSN.txt
[2025-12-23T20:34:26.049742] [INFO ] [sig       ] [3387/3557] Completed VRSN in 0.4s | 2.91 sym/s | Total: 19.4m | ETA: 58.3s
[2025-12-23T20:34:26.049786] [INFO ] [sig       ] [3388/3557] Forecasting VRTS...
[2025-12-23T20:34:26.049816] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-23T20:34:26.049848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-23T20:34:26.061206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-23T20:34:26.061487] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-23T20:34:26.062288] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-23T20:34:26.062343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:26.062376] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:26.062404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:26.062463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:26.121682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:26.122690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:26.122795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:26.122841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:26.251106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:26.251263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:26.251306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:26.251374] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:26.254928] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-23T20:34:26.255266] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-23T20:34:26.255424] [INFO ] [sig       ] VRTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:26.414256] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VRTS.txt
[2025-12-23T20:34:26.414415] [INFO ] [sig       ] [3388/3557] Completed VRTS in 0.4s | 2.91 sym/s | Total: 19.4m | ETA: 58.0s
[2025-12-23T20:34:26.414456] [INFO ] [sig       ] [3389/3557] Forecasting VRTX...
[2025-12-23T20:34:26.414486] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-23T20:34:26.414516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-23T20:34:26.426337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-23T20:34:26.426718] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-23T20:34:26.427512] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-23T20:34:26.427566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:26.427621] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:26.427649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:26.427704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:26.483788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:26.484653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:26.484735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:26.484767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:26.608365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:26.608517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:26.608559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:26.608618] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:26.612168] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-23T20:34:26.612441] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-23T20:34:26.612589] [INFO ] [sig       ] VRTX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:26.759385] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VRTX.txt
[2025-12-23T20:34:26.759539] [INFO ] [sig       ] [3389/3557] Completed VRTX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.6s
[2025-12-23T20:34:26.759597] [INFO ] [sig       ] [3390/3557] Forecasting VS...
[2025-12-23T20:34:26.759630] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-23T20:34:26.759661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-23T20:34:26.770988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-23T20:34:26.771351] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-23T20:34:26.772154] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-23T20:34:26.772207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:26.772238] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:26.772263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:26.772318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:26.830409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:26.831276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:26.831368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:26.831402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:26.945006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:26.945165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:26.945206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:26.945238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:26.948675] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-23T20:34:26.948954] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-23T20:34:26.949100] [INFO ] [sig       ] VS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:27.089123] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VS.txt
[2025-12-23T20:34:27.089281] [INFO ] [sig       ] [3390/3557] Completed VS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.3s
[2025-12-23T20:34:27.089328] [INFO ] [sig       ] [3391/3557] Forecasting VSCO...
[2025-12-23T20:34:27.089359] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-23T20:34:27.089389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-23T20:34:27.103991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-23T20:34:27.104443] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-23T20:34:27.105481] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-23T20:34:27.105537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:27.105569] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:27.105615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:27.105671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:27.160785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:27.161467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:27.161554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:27.161604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:27.281294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:27.281463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:27.281506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:27.281534] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:27.285078] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2025-12-23T20:34:27.285388] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-23T20:34:27.285517] [INFO ] [sig       ] VSCO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:27.427301] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VSCO.txt
[2025-12-23T20:34:27.427446] [INFO ] [sig       ] [3391/3557] Completed VSCO in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.0s
[2025-12-23T20:34:27.427487] [INFO ] [sig       ] [3392/3557] Forecasting VSDA...
[2025-12-23T20:34:27.427516] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-23T20:34:27.427546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-23T20:34:27.439010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-23T20:34:27.439311] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-23T20:34:27.440131] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-23T20:34:27.440183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:27.440215] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:27.440244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:27.440301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:27.496726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:27.497384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:27.497466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:27.497497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:27.605074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:27.605236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:27.605280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:27.605307] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:27.608716] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-23T20:34:27.608994] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-23T20:34:27.609187] [INFO ] [sig       ] VSDA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:27.749811] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VSDA.txt
[2025-12-23T20:34:27.749947] [INFO ] [sig       ] [3392/3557] Completed VSDA in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 56.6s
[2025-12-23T20:34:27.749988] [INFO ] [sig       ] [3393/3557] Forecasting VSEC...
[2025-12-23T20:34:27.750016] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-23T20:34:27.750046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-23T20:34:27.763521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-23T20:34:27.763981] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-23T20:34:27.764799] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-23T20:34:27.764853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:27.764885] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:27.764911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:27.764967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:27.821025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:27.821966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:27.822052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:27.822083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:27.942110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:27.942274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:27.942315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:27.942343] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:27.945677] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=22.27%)
[2025-12-23T20:34:27.945952] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-23T20:34:27.946074] [INFO ] [sig       ] VSEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:28.083525] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VSEC.txt
[2025-12-23T20:34:28.083705] [INFO ] [sig       ] [3393/3557] Completed VSEC in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 56.3s
[2025-12-23T20:34:28.083748] [INFO ] [sig       ] [3394/3557] Forecasting VSH...
[2025-12-23T20:34:28.083778] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-23T20:34:28.083809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-23T20:34:28.095148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-23T20:34:28.095418] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-23T20:34:28.096194] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-23T20:34:28.096251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:28.096281] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:28.096307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:28.096363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:28.152048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:28.152654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:28.152729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:28.152760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:28.271346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:28.271456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:28.271529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:28.271560] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:28.274688] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-23T20:34:28.274947] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-23T20:34:28.275067] [INFO ] [sig       ] VSH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:28.413280] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VSH.txt
[2025-12-23T20:34:28.413391] [INFO ] [sig       ] [3394/3557] Completed VSH in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 55.9s
[2025-12-23T20:34:28.413430] [INFO ] [sig       ] [3395/3557] Forecasting VSTM...
[2025-12-23T20:34:28.413459] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-23T20:34:28.413488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-23T20:34:28.424351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-23T20:34:28.424628] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-23T20:34:28.425358] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-23T20:34:28.425409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:28.425440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:28.425468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:28.425523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:28.481309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:28.482164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:28.482283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:28.482316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:28.602806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:28.602970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:28.603011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:28.603041] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:28.606455] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=33.53%)
[2025-12-23T20:34:28.606777] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-23T20:34:28.606912] [INFO ] [sig       ] VSTM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:28.747832] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VSTM.txt
[2025-12-23T20:34:28.747996] [INFO ] [sig       ] [3395/3557] Completed VSTM in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 55.6s
[2025-12-23T20:34:28.748038] [INFO ] [sig       ] [3396/3557] Forecasting VSTS...
[2025-12-23T20:34:28.748068] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-23T20:34:28.748098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-23T20:34:28.759521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-23T20:34:28.759938] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-23T20:34:28.760740] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-23T20:34:28.760793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:28.760824] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:28.760851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:28.760911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:28.817764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:28.818637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:28.818721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:28.818752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:28.942521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:28.942700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:28.942740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:28.942769] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:28.946073] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-23T20:34:28.946342] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-23T20:34:28.946462] [INFO ] [sig       ] VSTS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:29.085331] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VSTS.txt
[2025-12-23T20:34:29.085487] [INFO ] [sig       ] [3396/3557] Completed VSTS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 55.2s
[2025-12-23T20:34:29.085530] [INFO ] [sig       ] [3397/3557] Forecasting VTC...
[2025-12-23T20:34:29.085560] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-23T20:34:29.085612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-23T20:34:29.096692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-23T20:34:29.096981] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-23T20:34:29.097757] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-23T20:34:29.097809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:29.097840] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:29.097867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:29.097922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:29.154018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:29.154873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:29.154956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:29.154988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:29.273955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:29.274104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:29.274143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:29.274172] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:29.277457] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-23T20:34:29.277741] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-23T20:34:29.277865] [INFO ] [sig       ] VTC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:29.415665] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VTC.txt
[2025-12-23T20:34:29.415779] [INFO ] [sig       ] [3397/3557] Completed VTC in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 54.9s
[2025-12-23T20:34:29.415817] [INFO ] [sig       ] [3398/3557] Forecasting VTEX...
[2025-12-23T20:34:29.415846] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-23T20:34:29.415874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-23T20:34:29.426675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-23T20:34:29.426952] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-23T20:34:29.427726] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-23T20:34:29.427778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:29.427821] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:29.427849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:29.427904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:29.483856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:29.484457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:29.484532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:29.484564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:29.598639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:29.598773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:29.598811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:29.598841] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:29.602172] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-12-23T20:34:29.602475] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-23T20:34:29.602619] [INFO ] [sig       ] VTEX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:29.741807] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTEX.txt
[2025-12-23T20:34:29.741957] [INFO ] [sig       ] [3398/3557] Completed VTEX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 54.5s
[2025-12-23T20:34:29.742018] [INFO ] [sig       ] [3399/3557] Forecasting VTIP...
[2025-12-23T20:34:29.742049] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-23T20:34:29.742078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-23T20:34:29.753098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-23T20:34:29.753407] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-23T20:34:29.754183] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-23T20:34:29.754235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:29.754267] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:29.754294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:29.754354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:29.810375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:29.810984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:29.811058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:29.811090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:29.930004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:29.930137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:29.930177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:29.930206] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:29.933474] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2025-12-23T20:34:29.933761] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-23T20:34:29.933881] [INFO ] [sig       ] VTIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:30.071706] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTIP.txt
[2025-12-23T20:34:30.071825] [INFO ] [sig       ] [3399/3557] Completed VTIP in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 54.2s
[2025-12-23T20:34:30.071863] [INFO ] [sig       ] [3400/3557] Forecasting VTMX...
[2025-12-23T20:34:30.071892] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-23T20:34:30.071922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-23T20:34:30.083264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-23T20:34:30.083566] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-23T20:34:30.084366] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-23T20:34:30.084418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:30.084451] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:30.084479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:30.084536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:30.140374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:30.140984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:30.141058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:30.141090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:30.259757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:30.259870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:30.259906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:30.259933] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:30.263294] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-12-23T20:34:30.263570] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-23T20:34:30.263714] [INFO ] [sig       ] VTMX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:30.401328] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VTMX.txt
[2025-12-23T20:34:30.401443] [INFO ] [sig       ] [3400/3557] Completed VTMX in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 53.9s
[2025-12-23T20:34:30.401481] [INFO ] [sig       ] [3401/3557] Forecasting VTN...
[2025-12-23T20:34:30.401510] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-23T20:34:30.401538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-23T20:34:30.412546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-23T20:34:30.412860] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-23T20:34:30.413672] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-23T20:34:30.413733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:30.413767] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:30.413794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:30.413851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:30.470523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:30.471152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:30.471226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:30.471257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:30.588028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:30.588305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:30.588358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:30.588388] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:30.592030] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-12-23T20:34:30.592314] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-23T20:34:30.592464] [INFO ] [sig       ] VTN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:30.731916] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTN.txt
[2025-12-23T20:34:30.732096] [INFO ] [sig       ] [3401/3557] Completed VTN in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 53.5s
[2025-12-23T20:34:30.732147] [INFO ] [sig       ] [3402/3557] Forecasting VTOL...
[2025-12-23T20:34:30.732193] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-23T20:34:30.732226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-23T20:34:30.744114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-23T20:34:30.744485] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-23T20:34:30.745348] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-23T20:34:30.745402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:30.745483] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:30.745513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:30.745599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:30.803335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:30.804192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:30.804273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:30.804305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:30.918964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:30.919092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:30.919131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:30.919181] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:30.922689] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-23T20:34:30.923026] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-23T20:34:30.923169] [INFO ] [sig       ] VTOL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:31.063930] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTOL.txt
[2025-12-23T20:34:31.064091] [INFO ] [sig       ] [3402/3557] Completed VTOL in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 53.2s
[2025-12-23T20:34:31.064132] [INFO ] [sig       ] [3403/3557] Forecasting VTRS...
[2025-12-23T20:34:31.064161] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-23T20:34:31.064191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-23T20:34:31.075669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-23T20:34:31.076026] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-23T20:34:31.076888] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-23T20:34:31.076943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:31.076975] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:31.077002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:31.077059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:31.133951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:31.134799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:31.134879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:31.134911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:31.256099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:31.256253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:31.256293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:31.256323] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:31.259785] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-12-23T20:34:31.260081] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-23T20:34:31.260218] [INFO ] [sig       ] VTRS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:31.399593] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTRS.txt
[2025-12-23T20:34:31.399754] [INFO ] [sig       ] [3403/3557] Completed VTRS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 52.8s
[2025-12-23T20:34:31.399796] [INFO ] [sig       ] [3404/3557] Forecasting VTS...
[2025-12-23T20:34:31.399825] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-23T20:34:31.399855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-23T20:34:31.411627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-23T20:34:31.412006] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-23T20:34:31.412789] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-23T20:34:31.412841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:31.412874] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:31.412901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:31.412955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:31.468768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:31.469616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:31.469702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:31.469735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:31.597307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:31.597475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:31.597517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:31.597545] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:31.601022] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-23T20:34:31.601322] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-23T20:34:31.601454] [INFO ] [sig       ] VTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:31.743177] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VTS.txt
[2025-12-23T20:34:31.743331] [INFO ] [sig       ] [3404/3557] Completed VTS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 52.5s
[2025-12-23T20:34:31.743371] [INFO ] [sig       ] [3405/3557] Forecasting VTSI...
[2025-12-23T20:34:31.743400] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-23T20:34:31.743431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-23T20:34:31.754706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-23T20:34:31.755085] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-23T20:34:31.755924] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-23T20:34:31.755981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:31.756014] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:31.756041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:31.756097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:31.816344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:31.817179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:31.817260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:31.817294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:31.936416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:31.936552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:31.936608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:31.936678] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:31.939926] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-23T20:34:31.940193] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-23T20:34:31.940318] [INFO ] [sig       ] VTSI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:32.132705] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VTSI.txt
[2025-12-23T20:34:32.132841] [INFO ] [sig       ] [3405/3557] Completed VTSI in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 52.1s
[2025-12-23T20:34:32.132880] [INFO ] [sig       ] [3406/3557] Forecasting VTWG...
[2025-12-23T20:34:32.132910] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-23T20:34:32.132939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-23T20:34:32.143963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-23T20:34:32.144262] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-23T20:34:32.145037] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-23T20:34:32.145089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:32.145121] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:32.145148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:32.145203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:32.200648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:32.201245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:32.201320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:32.201351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:32.316348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:32.316463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:32.316500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:32.316529] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:32.319749] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-23T20:34:32.320015] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-23T20:34:32.320139] [INFO ] [sig       ] VTWG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:32.458101] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTWG.txt
[2025-12-23T20:34:32.458220] [INFO ] [sig       ] [3406/3557] Completed VTWG in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 51.8s
[2025-12-23T20:34:32.458259] [INFO ] [sig       ] [3407/3557] Forecasting VTWO...
[2025-12-23T20:34:32.458288] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-23T20:34:32.458317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-23T20:34:32.469268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-23T20:34:32.469567] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-23T20:34:32.470362] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-23T20:34:32.470417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:32.470449] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:32.470476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:32.470534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:32.526239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:32.526852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:32.526940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:32.526973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:32.644726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:32.644871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:32.644912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:32.644940] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:32.648232] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-23T20:34:32.648495] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-23T20:34:32.648635] [INFO ] [sig       ] VTWO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:32.786186] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTWO.txt
[2025-12-23T20:34:32.786300] [INFO ] [sig       ] [3407/3557] Completed VTWO in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 51.5s
[2025-12-23T20:34:32.786339] [INFO ] [sig       ] [3408/3557] Forecasting VTYX...
[2025-12-23T20:34:32.786368] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-23T20:34:32.786397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-23T20:34:32.797088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-23T20:34:32.797368] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-23T20:34:32.798129] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-23T20:34:32.798180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:32.798212] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:32.798238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:32.798294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:32.853543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:32.854292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:32.854379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:32.854412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:32.976852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:32.976992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:32.977033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:32.977061] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:32.980410] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-23T20:34:32.980699] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-23T20:34:32.980821] [INFO ] [sig       ] VTYX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:33.118361] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VTYX.txt
[2025-12-23T20:34:33.118484] [INFO ] [sig       ] [3408/3557] Completed VTYX in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 51.1s
[2025-12-23T20:34:33.118524] [INFO ] [sig       ] [3409/3557] Forecasting VUZI...
[2025-12-23T20:34:33.118553] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-23T20:34:33.118600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-23T20:34:33.129314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-23T20:34:33.129623] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-23T20:34:33.130374] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-23T20:34:33.130426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:33.130458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:33.130496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:33.130552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:33.186047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:33.186679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:33.186751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:33.186783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:33.304376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:33.304501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:33.304541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:33.304585] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:33.307822] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-12-23T20:34:33.308089] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-23T20:34:33.308209] [INFO ] [sig       ] VUZI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:33.445332] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VUZI.txt
[2025-12-23T20:34:33.445450] [INFO ] [sig       ] [3409/3557] Completed VUZI in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 50.8s
[2025-12-23T20:34:33.445487] [INFO ] [sig       ] [3410/3557] Forecasting VVOS...
[2025-12-23T20:34:33.445516] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-23T20:34:33.445544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-23T20:34:33.456994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-23T20:34:33.457278] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-23T20:34:33.458046] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-23T20:34:33.458099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:33.458130] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:33.458156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:33.458212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:33.513668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:33.514409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:33.514488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:33.514520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:33.627954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:33.628100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:33.628139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:33.628167] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:33.631501] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=60.49%)
[2025-12-23T20:34:33.631789] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-23T20:34:33.631913] [INFO ] [sig       ] VVOS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:33.779390] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VVOS.txt
[2025-12-23T20:34:33.779552] [INFO ] [sig       ] [3410/3557] Completed VVOS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 50.4s
[2025-12-23T20:34:33.779617] [INFO ] [sig       ] [3411/3557] Forecasting VVX...
[2025-12-23T20:34:33.779651] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-23T20:34:33.779683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-23T20:34:33.791240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-23T20:34:33.791639] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-23T20:34:33.792484] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-23T20:34:33.792538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:33.792570] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:33.792617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:33.792673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:33.852317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:33.853204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:33.853315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:33.853351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:33.977593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:33.977750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:33.977789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:33.977818] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:33.981471] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-23T20:34:33.981843] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-23T20:34:33.981992] [INFO ] [sig       ] VVX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:34.127124] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VVX.txt
[2025-12-23T20:34:34.127288] [INFO ] [sig       ] [3411/3557] Completed VVX in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 50.1s
[2025-12-23T20:34:34.127331] [INFO ] [sig       ] [3412/3557] Forecasting VWOB...
[2025-12-23T20:34:34.127361] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-23T20:34:34.127390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-23T20:34:34.138995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-23T20:34:34.139400] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-23T20:34:34.140254] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-23T20:34:34.140310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:34.140342] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:34.140371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:34.140427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:34.199800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:34.200687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:34.200823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:34.200861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:34.328635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:34.328790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:34.328830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:34.328861] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:34.332677] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-23T20:34:34.333033] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-23T20:34:34.333181] [INFO ] [sig       ] VWOB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:34.481406] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VWOB.txt
[2025-12-23T20:34:34.481585] [INFO ] [sig       ] [3412/3557] Completed VWOB in 0.4s | 2.92 sym/s | Total: 19.5m | ETA: 49.7s
[2025-12-23T20:34:34.481629] [INFO ] [sig       ] [3413/3557] Forecasting VXUS...
[2025-12-23T20:34:34.481661] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-23T20:34:34.481698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-23T20:34:34.492924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-23T20:34:34.493265] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-23T20:34:34.494072] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-23T20:34:34.494127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:34.494162] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:34.494201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:34.494268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:34.552716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:34.553404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:34.553503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:34.553539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:34.675201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:34.675350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:34.675390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:34.675418] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:34.678711] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-23T20:34:34.678979] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-23T20:34:34.679101] [INFO ] [sig       ] VXUS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:34.817805] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VXUS.txt
[2025-12-23T20:34:34.817918] [INFO ] [sig       ] [3413/3557] Completed VXUS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 49.4s
[2025-12-23T20:34:34.817956] [INFO ] [sig       ] [3414/3557] Forecasting VYMI...
[2025-12-23T20:34:34.817985] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-23T20:34:34.818013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-23T20:34:34.828859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-23T20:34:34.829131] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-23T20:34:34.829918] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-23T20:34:34.829970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:34.830002] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:34.830028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:34.830083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:34.886262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:34.887123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:34.887205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:34.887236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:35.001901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:35.002023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:35.002060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:35.002088] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:35.005386] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-23T20:34:35.005691] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-23T20:34:35.005817] [INFO ] [sig       ] VYMI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:35.148318] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VYMI.txt
[2025-12-23T20:34:35.148453] [INFO ] [sig       ] [3414/3557] Completed VYMI in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 49.1s
[2025-12-23T20:34:35.148494] [INFO ] [sig       ] [3415/3557] Forecasting VYX...
[2025-12-23T20:34:35.148523] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-23T20:34:35.148552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-23T20:34:35.160009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-23T20:34:35.160317] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-23T20:34:35.161125] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-23T20:34:35.161178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:35.161211] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:35.161239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:35.161296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:35.218542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:35.219193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:35.219283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:35.219318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:35.338966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:35.339097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:35.339134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:35.339298] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:35.342623] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-23T20:34:35.342887] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-23T20:34:35.343011] [INFO ] [sig       ] VYX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:35.482553] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/VYX.txt
[2025-12-23T20:34:35.482761] [INFO ] [sig       ] [3415/3557] Completed VYX in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 48.7s
[2025-12-23T20:34:35.482803] [INFO ] [sig       ] [3416/3557] Forecasting VZ...
[2025-12-23T20:34:35.482831] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-23T20:34:35.482861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-23T20:34:35.493863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-23T20:34:35.494234] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-23T20:34:35.495035] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-23T20:34:35.495090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:35.495125] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:35.495151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:35.495207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:35.551007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:35.551873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:35.551950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:35.551982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:35.670320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:35.670466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:35.670506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:35.670550] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:35.673882] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-23T20:34:35.674150] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-23T20:34:35.674273] [INFO ] [sig       ] VZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:35.815839] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/VZ.txt
[2025-12-23T20:34:35.815963] [INFO ] [sig       ] [3416/3557] Completed VZ in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 48.4s
[2025-12-23T20:34:35.816003] [INFO ] [sig       ] [3417/3557] Forecasting WAB...
[2025-12-23T20:34:35.816032] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-23T20:34:35.816061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-23T20:34:35.827737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-23T20:34:35.828049] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-23T20:34:35.828887] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-23T20:34:35.828941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:35.828974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:35.829002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:35.829060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:35.888569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:35.889410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:35.889513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:35.889550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:36.011273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:36.011407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:36.011450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:36.011480] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:36.014944] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-23T20:34:36.015227] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-23T20:34:36.015357] [INFO ] [sig       ] WAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:36.153539] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WAB.txt
[2025-12-23T20:34:36.153685] [INFO ] [sig       ] [3417/3557] Completed WAB in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 48.0s
[2025-12-23T20:34:36.153726] [INFO ] [sig       ] [3418/3557] Forecasting WABC...
[2025-12-23T20:34:36.153755] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-23T20:34:36.153784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-23T20:34:36.164722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-23T20:34:36.165001] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-23T20:34:36.165764] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-23T20:34:36.165816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:36.165848] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:36.165875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:36.165930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:36.221933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:36.222536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:36.222632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:36.222664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:36.333262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:36.333387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:36.333427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:36.333455] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:36.336798] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2025-12-23T20:34:36.337087] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-23T20:34:36.337218] [INFO ] [sig       ] WABC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:36.477182] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WABC.txt
[2025-12-23T20:34:36.477321] [INFO ] [sig       ] [3418/3557] Completed WABC in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 47.7s
[2025-12-23T20:34:36.477364] [INFO ] [sig       ] [3419/3557] Forecasting WAFD...
[2025-12-23T20:34:36.477392] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-23T20:34:36.477421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-23T20:34:36.488874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-23T20:34:36.489214] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-23T20:34:36.490027] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-23T20:34:36.490081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:36.490157] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:36.490199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:36.490282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:36.546125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:36.546791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:36.546865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:36.546896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:36.665055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:36.665203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:36.665244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:36.665280] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:36.668568] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-23T20:34:36.668853] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-23T20:34:36.668976] [INFO ] [sig       ] WAFD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:36.806363] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WAFD.txt
[2025-12-23T20:34:36.806482] [INFO ] [sig       ] [3419/3557] Completed WAFD in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 47.3s
[2025-12-23T20:34:36.806520] [INFO ] [sig       ] [3420/3557] Forecasting WAFDP...
[2025-12-23T20:34:36.806550] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-23T20:34:36.806595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-23T20:34:36.819180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-23T20:34:36.819524] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-23T20:34:36.820327] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-23T20:34:36.820380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:36.820413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:36.820440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:36.820514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:36.886715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:36.887550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:36.887647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:36.887684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:36.991163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:36.991296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:36.991335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:36.991363] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:36.994594] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-23T20:34:36.994861] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-23T20:34:36.994982] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:37.134498] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WAFDP.txt
[2025-12-23T20:34:37.134690] [INFO ] [sig       ] [3420/3557] Completed WAFDP in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 47.0s
[2025-12-23T20:34:37.134732] [INFO ] [sig       ] [3421/3557] Forecasting WAL...
[2025-12-23T20:34:37.134769] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-23T20:34:37.134797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-23T20:34:37.146281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-23T20:34:37.146592] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-23T20:34:37.147356] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-23T20:34:37.147408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:37.147440] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:37.147466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:37.147529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:37.206497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:37.207237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:37.207322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:37.207356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:37.325311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:37.325456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:37.325494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:37.325522] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:37.328855] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-23T20:34:37.329123] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-23T20:34:37.329262] [INFO ] [sig       ] WAL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:37.465865] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WAL.txt
[2025-12-23T20:34:37.465981] [INFO ] [sig       ] [3421/3557] Completed WAL in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 46.6s
[2025-12-23T20:34:37.466018] [INFO ] [sig       ] [3422/3557] Forecasting WALD...
[2025-12-23T20:34:37.466047] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-23T20:34:37.466076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-23T20:34:37.477300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-23T20:34:37.477555] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-23T20:34:37.478311] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-23T20:34:37.478374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:37.478406] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:37.478431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:37.478491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:37.533990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:37.534606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:37.534682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:37.534713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:37.650897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:37.651035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:37.651074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:37.651146] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:37.654412] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-23T20:34:37.654728] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-23T20:34:37.654861] [INFO ] [sig       ] WALD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:37.793430] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WALD.txt
[2025-12-23T20:34:37.793597] [INFO ] [sig       ] [3422/3557] Completed WALD in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 46.3s
[2025-12-23T20:34:37.793640] [INFO ] [sig       ] [3423/3557] Forecasting WASH...
[2025-12-23T20:34:37.793670] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-23T20:34:37.793699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-23T20:34:37.804885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-23T20:34:37.805165] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-23T20:34:37.805931] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-23T20:34:37.805983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:37.806014] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:37.806040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:37.806095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:37.861735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:37.862349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:37.862424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:37.862457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:37.980966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:37.981112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:37.981151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:37.981179] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:37.984552] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-23T20:34:37.984864] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-23T20:34:37.984995] [INFO ] [sig       ] WASH: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:38.122024] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WASH.txt
[2025-12-23T20:34:38.122160] [INFO ] [sig       ] [3423/3557] Completed WASH in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 46.0s
[2025-12-23T20:34:38.122198] [INFO ] [sig       ] [3424/3557] Forecasting WAVE...
[2025-12-23T20:34:38.122227] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-23T20:34:38.122256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-23T20:34:38.133204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-23T20:34:38.133510] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-23T20:34:38.134283] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-23T20:34:38.134335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:38.134367] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:38.134393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:38.134450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:38.189563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:38.190207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:38.190282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:38.190313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:38.297519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:38.297864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:38.297903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:38.297932] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:38.301442] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-23T20:34:38.301725] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-23T20:34:38.301850] [INFO ] [sig       ] WAVE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:38.438998] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WAVE.txt
[2025-12-23T20:34:38.439118] [INFO ] [sig       ] [3424/3557] Completed WAVE in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 45.6s
[2025-12-23T20:34:38.439173] [INFO ] [sig       ] [3425/3557] Forecasting WAY...
[2025-12-23T20:34:38.439213] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-23T20:34:38.439251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-23T20:34:38.450687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-23T20:34:38.450993] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-23T20:34:38.451762] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-23T20:34:38.451814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:38.451846] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:38.451872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:38.451929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:38.507015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:38.507654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:38.507731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:38.507762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:38.630637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:38.630808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:38.630865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:38.630897] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:38.634365] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-12-23T20:34:38.634663] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-23T20:34:38.634788] [INFO ] [sig       ] WAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:38.771857] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WAY.txt
[2025-12-23T20:34:38.771995] [INFO ] [sig       ] [3425/3557] Completed WAY in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 45.3s
[2025-12-23T20:34:38.772036] [INFO ] [sig       ] [3426/3557] Forecasting WB...
[2025-12-23T20:34:38.772064] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-23T20:34:38.772093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-23T20:34:38.783642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-23T20:34:38.783898] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-23T20:34:38.784665] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-23T20:34:38.784717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:38.784748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:38.784774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:38.784828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:38.840278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:38.841063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:38.841142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:38.841174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:38.964214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:38.964358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:38.964396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:38.964424] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:38.967718] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=58.62%)
[2025-12-23T20:34:38.967996] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-23T20:34:38.968123] [INFO ] [sig       ] WB: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:39.104913] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WB.txt
[2025-12-23T20:34:39.105046] [INFO ] [sig       ] [3426/3557] Completed WB in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 44.9s
[2025-12-23T20:34:39.105084] [INFO ] [sig       ] [3427/3557] Forecasting WBD...
[2025-12-23T20:34:39.105114] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-23T20:34:39.105144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-23T20:34:39.117182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-23T20:34:39.117540] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-23T20:34:39.118329] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-23T20:34:39.118382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:39.118414] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:39.118440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:39.118495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:39.174679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:39.175523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:39.175622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:39.175655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:39.295041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:39.295207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:39.295249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:39.295278] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:39.298736] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-23T20:34:39.299092] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-23T20:34:39.299250] [INFO ] [sig       ] WBD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:39.438437] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WBD.txt
[2025-12-23T20:34:39.438619] [INFO ] [sig       ] [3427/3557] Completed WBD in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 44.6s
[2025-12-23T20:34:39.438661] [INFO ] [sig       ] [3428/3557] Forecasting WBIY...
[2025-12-23T20:34:39.438692] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-23T20:34:39.438722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-23T20:34:39.448502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-23T20:34:39.448884] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-23T20:34:39.449717] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-23T20:34:39.449769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:39.449800] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:39.449826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:39.449883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:39.505723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:39.506563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:39.506674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:39.506707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:39.608054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:39.608211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:39.608250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:39.608278] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:39.611681] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-23T20:34:39.611955] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-23T20:34:39.612081] [INFO ] [sig       ] WBIY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:39.753612] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WBIY.txt
[2025-12-23T20:34:39.753764] [INFO ] [sig       ] [3428/3557] Completed WBIY in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 44.2s
[2025-12-23T20:34:39.753805] [INFO ] [sig       ] [3429/3557] Forecasting WBS...
[2025-12-23T20:34:39.753836] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-23T20:34:39.753865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-23T20:34:39.764863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-23T20:34:39.765191] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-23T20:34:39.765969] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-23T20:34:39.766021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:39.766052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:39.766079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:39.766134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:39.822268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:39.823107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:39.823225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:39.823258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:39.949896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:39.950064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:39.950127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:39.950158] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:39.953669] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-12-23T20:34:39.953958] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-23T20:34:39.954086] [INFO ] [sig       ] WBS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:40.094404] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WBS.txt
[2025-12-23T20:34:40.094610] [INFO ] [sig       ] [3429/3557] Completed WBS in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 43.9s
[2025-12-23T20:34:40.094671] [INFO ] [sig       ] [3430/3557] Forecasting WBTN...
[2025-12-23T20:34:40.094706] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-23T20:34:40.094737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-23T20:34:40.106130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-23T20:34:40.106479] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-23T20:34:40.107315] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-23T20:34:40.107370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:40.107403] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:40.107430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:40.107488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:40.166551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:40.167408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:40.167510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:40.167547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:40.290103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:40.290265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:40.290306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:40.290336] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:40.293843] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-23T20:34:40.294150] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-23T20:34:40.294283] [INFO ] [sig       ] WBTN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:40.433998] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WBTN.txt
[2025-12-23T20:34:40.434151] [INFO ] [sig       ] [3430/3557] Completed WBTN in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 43.6s
[2025-12-23T20:34:40.434190] [INFO ] [sig       ] [3431/3557] Forecasting WBX...
[2025-12-23T20:34:40.434222] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-23T20:34:40.434251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-23T20:34:40.445493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-23T20:34:40.445830] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-23T20:34:40.446649] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-23T20:34:40.446706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:40.446739] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:40.446767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:40.446826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:40.505016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:40.505920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:40.506004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:40.506038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:40.630724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:40.630877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:40.630929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:40.630960] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:40.634405] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-23T20:34:40.634704] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-23T20:34:40.634829] [INFO ] [sig       ] WBX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:40.772226] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WBX.txt
[2025-12-23T20:34:40.772345] [INFO ] [sig       ] [3431/3557] Completed WBX in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 43.2s
[2025-12-23T20:34:40.772400] [INFO ] [sig       ] [3432/3557] Forecasting WCC...
[2025-12-23T20:34:40.772431] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-23T20:34:40.772460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-23T20:34:40.784060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-23T20:34:40.784362] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-23T20:34:40.785201] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-23T20:34:40.785256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:40.785291] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:40.785320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:40.785378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:40.841792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:40.842427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:40.842514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:40.842550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:40.966505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:40.966639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:40.966678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:40.966707] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:40.970030] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-23T20:34:40.970322] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-23T20:34:40.970450] [INFO ] [sig       ] WCC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:41.113136] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WCC.txt
[2025-12-23T20:34:41.113302] [INFO ] [sig       ] [3432/3557] Completed WCC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 42.9s
[2025-12-23T20:34:41.113342] [INFO ] [sig       ] [3433/3557] Forecasting WCLD...
[2025-12-23T20:34:41.113372] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-23T20:34:41.113401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-23T20:34:41.124601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-23T20:34:41.124884] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-23T20:34:41.125658] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-23T20:34:41.125710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:41.125762] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:41.125791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:41.125847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:41.182144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:41.182790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:41.182865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:41.182898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:41.298612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:41.298748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:41.298786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:41.298814] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:41.302090] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-23T20:34:41.302362] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-23T20:34:41.302483] [INFO ] [sig       ] WCLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:41.445620] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WCLD.txt
[2025-12-23T20:34:41.445773] [INFO ] [sig       ] [3433/3557] Completed WCLD in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 42.5s
[2025-12-23T20:34:41.445820] [INFO ] [sig       ] [3434/3557] Forecasting WD...
[2025-12-23T20:34:41.445850] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-23T20:34:41.445888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-23T20:34:41.457821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-23T20:34:41.458125] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-23T20:34:41.458932] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-23T20:34:41.458985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:41.459022] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:41.459050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:41.459112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:41.515049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:41.515730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:41.515835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:41.515869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:41.637297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:41.637436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:41.637479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:41.637507] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:41.640915] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-23T20:34:41.641199] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-23T20:34:41.641324] [INFO ] [sig       ] WD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:41.778992] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WD.txt
[2025-12-23T20:34:41.779175] [INFO ] [sig       ] [3434/3557] Completed WD in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 42.2s
[2025-12-23T20:34:41.779221] [INFO ] [sig       ] [3435/3557] Forecasting WDAY...
[2025-12-23T20:34:41.779254] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-23T20:34:41.779295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-23T20:34:41.791097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-23T20:34:41.791449] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-23T20:34:41.792250] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-23T20:34:41.792303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:41.792337] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:41.792365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:41.792420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:41.847807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:41.848495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:41.848593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:41.848627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:41.967001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:41.967155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:41.967194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:41.967223] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:41.970713] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-23T20:34:41.970992] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-23T20:34:41.971114] [INFO ] [sig       ] WDAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:42.111932] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDAY.txt
[2025-12-23T20:34:42.112067] [INFO ] [sig       ] [3435/3557] Completed WDAY in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 41.8s
[2025-12-23T20:34:42.112106] [INFO ] [sig       ] [3436/3557] Forecasting WDC...
[2025-12-23T20:34:42.112147] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-23T20:34:42.112177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-23T20:34:42.123692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-23T20:34:42.124040] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-23T20:34:42.124852] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-23T20:34:42.124906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:42.124974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:42.125014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:42.125096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:42.182185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:42.183026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:42.183103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:42.183134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:42.304244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:42.304399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:42.304447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:42.304476] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:42.307795] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-23T20:34:42.308070] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-23T20:34:42.308192] [INFO ] [sig       ] WDC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:42.445659] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDC.txt
[2025-12-23T20:34:42.445794] [INFO ] [sig       ] [3436/3557] Completed WDC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 41.5s
[2025-12-23T20:34:42.445832] [INFO ] [sig       ] [3437/3557] Forecasting WDFC...
[2025-12-23T20:34:42.445869] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-23T20:34:42.445899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-23T20:34:42.457457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-23T20:34:42.457802] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-23T20:34:42.458555] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-23T20:34:42.458632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:42.458664] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:42.458690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:42.458745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:42.516091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:42.516868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:42.516950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:42.516983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:42.634301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:42.634457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:42.634497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:42.634526] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:42.637868] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-23T20:34:42.638170] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-23T20:34:42.638291] [INFO ] [sig       ] WDFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:42.780106] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDFC.txt
[2025-12-23T20:34:42.780258] [INFO ] [sig       ] [3437/3557] Completed WDFC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 41.2s
[2025-12-23T20:34:42.780300] [INFO ] [sig       ] [3438/3557] Forecasting WDH...
[2025-12-23T20:34:42.780329] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-23T20:34:42.780358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-23T20:34:42.791630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-23T20:34:42.791926] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-23T20:34:42.792763] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-23T20:34:42.792817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:42.792850] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:42.792877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:42.792934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:42.849047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:42.850042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:42.850127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:42.850159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:42.966086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:42.966246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:42.966286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:42.966314] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:42.969758] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-23T20:34:42.970064] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-23T20:34:42.970198] [INFO ] [sig       ] WDH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:43.110079] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDH.txt
[2025-12-23T20:34:43.110270] [INFO ] [sig       ] [3438/3557] Completed WDH in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 40.8s
[2025-12-23T20:34:43.110328] [INFO ] [sig       ] [3439/3557] Forecasting WDI...
[2025-12-23T20:34:43.110377] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-23T20:34:43.110427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-23T20:34:43.124897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-23T20:34:43.125336] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-23T20:34:43.126292] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-23T20:34:43.126347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:43.126381] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:43.126408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:43.126465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:43.188601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:43.189435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:43.189518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:43.189551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:43.310915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:43.311063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:43.311103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:43.311164] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:43.314494] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-23T20:34:43.314785] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-23T20:34:43.314910] [INFO ] [sig       ] WDI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:43.456652] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDI.txt
[2025-12-23T20:34:43.456793] [INFO ] [sig       ] [3439/3557] Completed WDI in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 40.5s
[2025-12-23T20:34:43.456834] [INFO ] [sig       ] [3440/3557] Forecasting WDS...
[2025-12-23T20:34:43.456862] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-23T20:34:43.456892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-23T20:34:43.469282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-23T20:34:43.469679] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-23T20:34:43.470496] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-23T20:34:43.470549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:43.470609] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:43.470638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:43.470695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:43.527866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:43.528852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:43.528940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:43.528973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:43.662304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:43.662469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:43.662510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:43.662598] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:43.666035] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-23T20:34:43.666345] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-23T20:34:43.666479] [INFO ] [sig       ] WDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:43.805437] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WDS.txt
[2025-12-23T20:34:43.805590] [INFO ] [sig       ] [3440/3557] Completed WDS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 40.1s
[2025-12-23T20:34:43.805635] [INFO ] [sig       ] [3441/3557] Forecasting WEA...
[2025-12-23T20:34:43.805664] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-23T20:34:43.805693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-23T20:34:43.820154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-23T20:34:43.820635] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-23T20:34:43.821686] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-23T20:34:43.821750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:43.821790] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:43.821823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:43.821903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:43.880637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:43.881533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:43.881632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:43.881666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:43.993953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:43.994139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:43.994183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:43.994213] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:43.997888] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-12-23T20:34:43.998193] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-23T20:34:43.998335] [INFO ] [sig       ] WEA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:44.144680] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WEA.txt
[2025-12-23T20:34:44.144911] [INFO ] [sig       ] [3441/3557] Completed WEA in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 39.8s
[2025-12-23T20:34:44.144970] [INFO ] [sig       ] [3442/3557] Forecasting WEC...
[2025-12-23T20:34:44.145006] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-23T20:34:44.145048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-23T20:34:44.157970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-23T20:34:44.158369] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-23T20:34:44.159220] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-23T20:34:44.159273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:44.159305] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:44.159332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:44.159388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:44.218666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:44.219642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:44.219733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:44.219785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:44.345631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:44.345785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:44.345828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:44.345857] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:44.349534] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-23T20:34:44.349864] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-23T20:34:44.349999] [INFO ] [sig       ] WEC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:44.493409] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WEC.txt
[2025-12-23T20:34:44.493546] [INFO ] [sig       ] [3442/3557] Completed WEC in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 39.4s
[2025-12-23T20:34:44.493604] [INFO ] [sig       ] [3443/3557] Forecasting WEN...
[2025-12-23T20:34:44.493639] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-23T20:34:44.493668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-23T20:34:44.504812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-23T20:34:44.505071] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-23T20:34:44.505829] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-23T20:34:44.505881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:44.505913] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:44.505939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:44.505995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:44.561747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:44.562336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:44.562411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:44.562442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:44.681956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:44.682095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:44.682134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:44.682163] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:44.685470] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-23T20:34:44.685769] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-23T20:34:44.685893] [INFO ] [sig       ] WEN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:44.822938] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WEN.txt
[2025-12-23T20:34:44.823055] [INFO ] [sig       ] [3443/3557] Completed WEN in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 39.1s
[2025-12-23T20:34:44.823093] [INFO ] [sig       ] [3444/3557] Forecasting WERN...
[2025-12-23T20:34:44.823121] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-23T20:34:44.823149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-23T20:34:44.834709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-23T20:34:44.834973] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-23T20:34:44.835744] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-23T20:34:44.835796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:44.835827] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:44.835853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:44.835920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:44.892284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:44.892970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:44.893047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:44.893080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:45.007687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:45.007799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:45.007834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:45.007862] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:45.011031] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-23T20:34:45.011294] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-23T20:34:45.011413] [INFO ] [sig       ] WERN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:45.152191] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WERN.txt
[2025-12-23T20:34:45.152323] [INFO ] [sig       ] [3444/3557] Completed WERN in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 38.8s
[2025-12-23T20:34:45.152363] [INFO ] [sig       ] [3445/3557] Forecasting WES...
[2025-12-23T20:34:45.152392] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-23T20:34:45.152421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-23T20:34:45.166971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-23T20:34:45.167522] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-23T20:34:45.168415] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-23T20:34:45.168471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:45.168504] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:45.168530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:45.168612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:45.223547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:45.224312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:45.224399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:45.224431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:45.338356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:45.338526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:45.338566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:45.338613] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:45.342064] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-23T20:34:45.342356] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-23T20:34:45.342488] [INFO ] [sig       ] WES: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:45.481702] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WES.txt
[2025-12-23T20:34:45.481877] [INFO ] [sig       ] [3445/3557] Completed WES in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 38.4s
[2025-12-23T20:34:45.481919] [INFO ] [sig       ] [3446/3557] Forecasting WEX...
[2025-12-23T20:34:45.481948] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-23T20:34:45.481977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-23T20:34:45.493988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-23T20:34:45.494397] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-23T20:34:45.495221] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-23T20:34:45.495286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:45.495319] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:45.495346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:45.495402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:45.551251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:45.552150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:45.552265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:45.552300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:45.670910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:45.671052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:45.671092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:45.671120] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:45.674424] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=50.21%)
[2025-12-23T20:34:45.674724] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-23T20:34:45.674850] [INFO ] [sig       ] WEX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:45.815242] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WEX.txt
[2025-12-23T20:34:45.815418] [INFO ] [sig       ] [3446/3557] Completed WEX in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 38.1s
[2025-12-23T20:34:45.815465] [INFO ] [sig       ] [3447/3557] Forecasting WEYS...
[2025-12-23T20:34:45.815497] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-23T20:34:45.815527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-23T20:34:45.827695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-23T20:34:45.828126] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-23T20:34:45.828964] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-23T20:34:45.829018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:45.829049] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:45.829075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:45.829131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:45.890533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:45.891689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:45.891782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:45.891814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:46.001852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:46.002027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:46.002072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:46.002102] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:46.005670] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-12-23T20:34:46.005955] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-23T20:34:46.006128] [INFO ] [sig       ] WEYS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:46.160310] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WEYS.txt
[2025-12-23T20:34:46.160480] [INFO ] [sig       ] [3447/3557] Completed WEYS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 37.7s
[2025-12-23T20:34:46.160529] [INFO ] [sig       ] [3448/3557] Forecasting WF...
[2025-12-23T20:34:46.160560] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-23T20:34:46.160611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-23T20:34:46.172746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-23T20:34:46.173112] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-23T20:34:46.173962] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-23T20:34:46.174017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:46.174049] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:46.174076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:46.174134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:46.231184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:46.231858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:46.231936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:46.231968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:46.368407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:46.368562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:46.368620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:46.368651] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:46.372018] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-23T20:34:46.372286] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-23T20:34:46.372407] [INFO ] [sig       ] WF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:46.509986] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WF.txt
[2025-12-23T20:34:46.510103] [INFO ] [sig       ] [3448/3557] Completed WF in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 37.4s
[2025-12-23T20:34:46.510142] [INFO ] [sig       ] [3449/3557] Forecasting WFC...
[2025-12-23T20:34:46.510170] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-23T20:34:46.510198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-23T20:34:46.522309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-23T20:34:46.522586] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-23T20:34:46.523524] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-23T20:34:46.523598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:46.523633] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:46.523660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:46.523716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:46.580696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:46.581274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:46.581348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:46.581379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:46.708986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:46.709164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:46.709208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:46.709238] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:46.713289] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-23T20:34:46.713562] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-23T20:34:46.713704] [INFO ] [sig       ] WFC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:46.853725] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WFC.txt
[2025-12-23T20:34:46.854069] [INFO ] [sig       ] [3449/3557] Completed WFC in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 37.0s
[2025-12-23T20:34:46.854111] [INFO ] [sig       ] [3450/3557] Forecasting WFG...
[2025-12-23T20:34:46.854141] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-23T20:34:46.854187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-23T20:34:46.866301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-23T20:34:46.866555] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-23T20:34:46.867330] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-23T20:34:46.867382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:46.867413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:46.867440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:46.867496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:46.924078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:46.924720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:46.924795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:46.924827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:47.054848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:47.055007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:47.055047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:47.055077] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:47.058391] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-23T20:34:47.058722] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-23T20:34:47.058855] [INFO ] [sig       ] WFG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:47.197638] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WFG.txt
[2025-12-23T20:34:47.197762] [INFO ] [sig       ] [3450/3557] Completed WFG in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 36.7s
[2025-12-23T20:34:47.197807] [INFO ] [sig       ] [3451/3557] Forecasting WFRD...
[2025-12-23T20:34:47.197837] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-23T20:34:47.197866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-23T20:34:47.208805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-23T20:34:47.209076] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-23T20:34:47.209895] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-23T20:34:47.209946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:47.209977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:47.210003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:47.210058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:47.266034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:47.266914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:47.266993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:47.267025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:47.386071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:47.386232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:47.386276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:47.386305] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:47.389716] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-23T20:34:47.390012] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-23T20:34:47.390135] [INFO ] [sig       ] WFRD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:47.526626] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WFRD.txt
[2025-12-23T20:34:47.526746] [INFO ] [sig       ] [3451/3557] Completed WFRD in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 36.4s
[2025-12-23T20:34:47.526784] [INFO ] [sig       ] [3452/3557] Forecasting WGMI...
[2025-12-23T20:34:47.526812] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-23T20:34:47.526841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-23T20:34:47.542294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-23T20:34:47.542890] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-23T20:34:47.544134] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-23T20:34:47.544204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:47.544247] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:47.544274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:47.544333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:47.605645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:47.606886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:47.606987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:47.607023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:47.732912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:47.733169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:47.733216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:47.733245] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:47.737335] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-23T20:34:47.737693] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-23T20:34:47.737837] [INFO ] [sig       ] WGMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:47.888915] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WGMI.txt
[2025-12-23T20:34:47.889297] [INFO ] [sig       ] [3452/3557] Completed WGMI in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 36.0s
[2025-12-23T20:34:47.889351] [INFO ] [sig       ] [3453/3557] Forecasting WGO...
[2025-12-23T20:34:47.889389] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-23T20:34:47.889429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-23T20:34:47.902788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-23T20:34:47.903366] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-23T20:34:47.904296] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-23T20:34:47.904353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:47.904425] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:47.904455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:47.904551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:47.964245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:47.965426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:47.965529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:47.965565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:48.091401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:48.091690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:48.091740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:48.091771] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:48.095995] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-12-23T20:34:48.096354] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-23T20:34:48.096520] [INFO ] [sig       ] WGO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:48.241051] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WGO.txt
[2025-12-23T20:34:48.241277] [INFO ] [sig       ] [3453/3557] Completed WGO in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 35.7s
[2025-12-23T20:34:48.241325] [INFO ] [sig       ] [3454/3557] Forecasting WGS...
[2025-12-23T20:34:48.241361] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-23T20:34:48.241401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-23T20:34:48.255679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-23T20:34:48.256153] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-23T20:34:48.257346] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-23T20:34:48.257406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:48.257441] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:48.257468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:48.257530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:48.318532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:48.319683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:48.319779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:48.319814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:48.445780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:48.446028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:48.446076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:48.446105] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:48.450260] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2025-12-23T20:34:48.450662] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-23T20:34:48.450816] [INFO ] [sig       ] WGS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:48.606236] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WGS.txt
[2025-12-23T20:34:48.606472] [INFO ] [sig       ] [3454/3557] Completed WGS in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 35.3s
[2025-12-23T20:34:48.606526] [INFO ] [sig       ] [3455/3557] Forecasting WH...
[2025-12-23T20:34:48.606587] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-23T20:34:48.606626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-23T20:34:48.620162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-23T20:34:48.620675] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-23T20:34:48.621492] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-23T20:34:48.621546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:48.621601] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:48.621629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:48.621692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:48.679187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:48.680174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:48.680278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:48.680311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:48.800014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:48.800182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:48.800223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:48.800250] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:48.804065] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-23T20:34:48.804344] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-23T20:34:48.804471] [INFO ] [sig       ] WH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:48.943302] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WH.txt
[2025-12-23T20:34:48.943468] [INFO ] [sig       ] [3455/3557] Completed WH in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 35.0s
[2025-12-23T20:34:48.943509] [INFO ] [sig       ] [3456/3557] Forecasting WHD...
[2025-12-23T20:34:48.943538] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-23T20:34:48.943568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-23T20:34:48.955304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-23T20:34:48.955705] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-23T20:34:48.956485] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-23T20:34:48.956538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:48.956569] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:48.956624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:48.956680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:49.015014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:49.015919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:49.016007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:49.016045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:49.144658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:49.144802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:49.144843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:49.144871] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:49.148189] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-23T20:34:49.148460] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-23T20:34:49.148599] [INFO ] [sig       ] WHD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:49.287601] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WHD.txt
[2025-12-23T20:34:49.287727] [INFO ] [sig       ] [3456/3557] Completed WHD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 34.6s
[2025-12-23T20:34:49.287768] [INFO ] [sig       ] [3457/3557] Forecasting WHF...
[2025-12-23T20:34:49.287799] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-23T20:34:49.287835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-23T20:34:49.298638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-23T20:34:49.298910] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-23T20:34:49.299724] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-23T20:34:49.299780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:49.299825] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:49.299854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:49.299911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:49.357614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:49.358266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:49.358341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:49.358374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:49.487315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:49.487471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:49.487511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:49.487539] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:49.490883] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-23T20:34:49.491152] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-23T20:34:49.491283] [INFO ] [sig       ] WHF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:49.633482] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WHF.txt
[2025-12-23T20:34:49.633629] [INFO ] [sig       ] [3457/3557] Completed WHF in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 34.3s
[2025-12-23T20:34:49.633672] [INFO ] [sig       ] [3458/3557] Forecasting WHG...
[2025-12-23T20:34:49.633702] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-23T20:34:49.633730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-23T20:34:49.644900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-23T20:34:49.645273] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-23T20:34:49.646068] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-23T20:34:49.646121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:49.646152] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:49.646178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:49.646234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:49.702207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:49.703077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:49.703159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:49.703190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:49.807128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:49.807291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:49.807333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:49.807361] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:49.810702] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-23T20:34:49.810977] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-23T20:34:49.811098] [INFO ] [sig       ] WHG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:49.957954] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WHG.txt
[2025-12-23T20:34:49.958189] [INFO ] [sig       ] [3458/3557] Completed WHG in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 34.0s
[2025-12-23T20:34:49.958238] [INFO ] [sig       ] [3459/3557] Forecasting WIA...
[2025-12-23T20:34:49.958268] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-23T20:34:49.958300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-23T20:34:49.971161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-23T20:34:49.971835] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-23T20:34:49.972980] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-23T20:34:49.973036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:49.973068] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:49.973096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:49.973153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:50.032568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:50.033815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:50.033917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:50.033956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:50.153028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:50.153272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:50.153322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:50.153352] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:50.157359] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-23T20:34:50.157746] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-23T20:34:50.157900] [INFO ] [sig       ] WIA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:50.314956] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WIA.txt
[2025-12-23T20:34:50.315204] [INFO ] [sig       ] [3459/3557] Completed WIA in 0.4s | 2.92 sym/s | Total: 19.8m | ETA: 33.6s
[2025-12-23T20:34:50.315254] [INFO ] [sig       ] [3460/3557] Forecasting WIMI...
[2025-12-23T20:34:50.315285] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-23T20:34:50.315317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-23T20:34:50.328741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-23T20:34:50.329108] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-23T20:34:50.330002] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-23T20:34:50.330057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:50.330088] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:50.330114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:50.330169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:50.384935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:50.385632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:50.385713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:50.385744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:50.516385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:50.516544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:50.516601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:50.516634] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:50.520112] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2025-12-23T20:34:50.520418] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-23T20:34:50.520547] [INFO ] [sig       ] WIMI: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:50.656643] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WIMI.txt
[2025-12-23T20:34:50.656800] [INFO ] [sig       ] [3460/3557] Completed WIMI in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 33.3s
[2025-12-23T20:34:50.656841] [INFO ] [sig       ] [3461/3557] Forecasting WINA...
[2025-12-23T20:34:50.656876] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-23T20:34:50.656906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-23T20:34:50.670020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-23T20:34:50.670535] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-23T20:34:50.671490] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-23T20:34:50.671546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:50.671693] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:50.671727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:50.671815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:50.727837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:50.729046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:50.729176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:50.729211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:50.849708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:50.849968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:50.850013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:50.850043] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:50.853841] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-23T20:34:50.854152] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-23T20:34:50.854292] [INFO ] [sig       ] WINA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:50.996033] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WINA.txt
[2025-12-23T20:34:50.996227] [INFO ] [sig       ] [3461/3557] Completed WINA in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 32.9s
[2025-12-23T20:34:50.996271] [INFO ] [sig       ] [3462/3557] Forecasting WING...
[2025-12-23T20:34:50.996305] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-23T20:34:50.996338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-23T20:34:51.009891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-23T20:34:51.010818] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-23T20:34:51.012697] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-23T20:34:51.012770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:51.012820] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:51.012862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:51.012956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:51.087848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:51.089063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:51.089189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:51.089235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:51.210379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:51.210544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:51.210605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:51.210638] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:51.214130] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-23T20:34:51.214410] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-23T20:34:51.214542] [INFO ] [sig       ] WING: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:51.351324] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WING.txt
[2025-12-23T20:34:51.351479] [INFO ] [sig       ] [3462/3557] Completed WING in 0.4s | 2.92 sym/s | Total: 19.8m | ETA: 32.6s
[2025-12-23T20:34:51.351520] [INFO ] [sig       ] [3463/3557] Forecasting WINN...
[2025-12-23T20:34:51.351549] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-23T20:34:51.351596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-23T20:34:51.363144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-23T20:34:51.363495] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-23T20:34:51.364294] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-23T20:34:51.364350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:51.364382] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:51.364411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:51.364467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:51.420907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:51.421697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:51.421814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:51.421848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:51.549367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:51.549540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:51.549604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:51.549637] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:51.553099] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-23T20:34:51.553392] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-23T20:34:51.553531] [INFO ] [sig       ] WINN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:51.692371] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WINN.txt
[2025-12-23T20:34:51.692520] [INFO ] [sig       ] [3463/3557] Completed WINN in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 32.2s
[2025-12-23T20:34:51.692561] [INFO ] [sig       ] [3464/3557] Forecasting WIX...
[2025-12-23T20:34:51.692611] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-23T20:34:51.692642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-23T20:34:51.704743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-23T20:34:51.705075] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-23T20:34:51.705863] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-23T20:34:51.705918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:51.705950] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:51.705977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:51.706032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:51.760924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:51.761656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:51.761736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:51.761767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:51.880192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:51.880349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:51.880389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:51.880433] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:51.883746] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-23T20:34:51.884019] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-23T20:34:51.884153] [INFO ] [sig       ] WIX: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:52.021923] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WIX.txt
[2025-12-23T20:34:52.022108] [INFO ] [sig       ] [3464/3557] Completed WIX in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 31.9s
[2025-12-23T20:34:52.022157] [INFO ] [sig       ] [3465/3557] Forecasting WK...
[2025-12-23T20:34:52.022187] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-23T20:34:52.022217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-23T20:34:52.033486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-23T20:34:52.033778] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-23T20:34:52.034625] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-23T20:34:52.034678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:52.034711] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:52.034739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:52.034795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:52.091752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:52.092519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:52.092620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:52.092668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:52.210903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:52.211057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:52.211098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:52.211127] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:52.214543] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-23T20:34:52.214838] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-23T20:34:52.214965] [INFO ] [sig       ] WK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:52.354905] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WK.txt
[2025-12-23T20:34:52.355057] [INFO ] [sig       ] [3465/3557] Completed WK in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 31.6s
[2025-12-23T20:34:52.355099] [INFO ] [sig       ] [3466/3557] Forecasting WKC...
[2025-12-23T20:34:52.355129] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-23T20:34:52.355158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-23T20:34:52.366412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-23T20:34:52.366715] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-23T20:34:52.367486] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-23T20:34:52.367539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:52.367590] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:52.367620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:52.367676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:52.424693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:52.425308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:52.425384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:52.425430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:52.545293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:52.545446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:52.545486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:52.545518] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:52.548864] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=67.65%)
[2025-12-23T20:34:52.549130] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-23T20:34:52.549277] [INFO ] [sig       ] WKC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:52.688368] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WKC.txt
[2025-12-23T20:34:52.688529] [INFO ] [sig       ] [3466/3557] Completed WKC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 31.2s
[2025-12-23T20:34:52.688589] [INFO ] [sig       ] [3467/3557] Forecasting WKEY...
[2025-12-23T20:34:52.688623] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-23T20:34:52.688654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-23T20:34:52.703924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-23T20:34:52.704879] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-23T20:34:52.706346] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-23T20:34:52.706428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:52.706465] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:52.706492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:52.706555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:52.767924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:52.769136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:52.769294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:52.769330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:52.889978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:52.890170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:52.890212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:52.890241] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:52.893742] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-23T20:34:52.894027] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-23T20:34:52.894158] [INFO ] [sig       ] WKEY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:53.037346] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WKEY.txt
[2025-12-23T20:34:53.037523] [INFO ] [sig       ] [3467/3557] Completed WKEY in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 30.9s
[2025-12-23T20:34:53.037564] [INFO ] [sig       ] [3468/3557] Forecasting WKSP...
[2025-12-23T20:34:53.037615] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-23T20:34:53.037649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-23T20:34:53.050333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-23T20:34:53.050712] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-23T20:34:53.051516] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-23T20:34:53.051590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:53.051627] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:53.051665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:53.051722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:53.107515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:53.108361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:53.108442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:53.108475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:53.224856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:53.225030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:53.225074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:53.225101] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:53.228591] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-23T20:34:53.228913] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-23T20:34:53.229047] [INFO ] [sig       ] WKSP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:53.370940] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WKSP.txt
[2025-12-23T20:34:53.371112] [INFO ] [sig       ] [3468/3557] Completed WKSP in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 30.5s
[2025-12-23T20:34:53.371155] [INFO ] [sig       ] [3469/3557] Forecasting WLDN...
[2025-12-23T20:34:53.371184] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-23T20:34:53.371213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-23T20:34:53.382996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-23T20:34:53.383323] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-23T20:34:53.384114] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-23T20:34:53.384167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:53.384200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:53.384226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:53.384281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:53.442140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:53.443061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:53.443142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:53.443177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:53.567993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:53.568169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:53.568211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:53.568242] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:53.571723] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-23T20:34:53.572002] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-23T20:34:53.572128] [INFO ] [sig       ] WLDN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:53.713917] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WLDN.txt
[2025-12-23T20:34:53.714068] [INFO ] [sig       ] [3469/3557] Completed WLDN in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 30.2s
[2025-12-23T20:34:53.714109] [INFO ] [sig       ] [3470/3557] Forecasting WLDS...
[2025-12-23T20:34:53.714138] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-23T20:34:53.714169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-23T20:34:53.725828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-23T20:34:53.726206] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-23T20:34:53.727006] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-23T20:34:53.727058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:53.727120] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:53.727148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:53.727204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:53.783436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:53.784311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:53.784392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:53.784424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:53.898130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:53.898286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:53.898326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:53.898354] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:53.901730] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-23T20:34:53.902004] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-23T20:34:53.902124] [INFO ] [sig       ] WLDS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:54.042609] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WLDS.txt
[2025-12-23T20:34:54.042758] [INFO ] [sig       ] [3470/3557] Completed WLDS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 29.8s
[2025-12-23T20:34:54.042799] [INFO ] [sig       ] [3471/3557] Forecasting WLFC...
[2025-12-23T20:34:54.042836] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-23T20:34:54.042872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-23T20:34:54.054394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-23T20:34:54.054695] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-23T20:34:54.055471] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-23T20:34:54.055523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:54.055555] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:54.055606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:54.055664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:54.111175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:54.111805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:54.111880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:54.111912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:54.225990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:54.226117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:54.226154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:54.226183] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:54.229445] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-23T20:34:54.229735] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-23T20:34:54.229859] [INFO ] [sig       ] WLFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:54.366634] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WLFC.txt
[2025-12-23T20:34:54.366771] [INFO ] [sig       ] [3471/3557] Completed WLFC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 29.5s
[2025-12-23T20:34:54.366812] [INFO ] [sig       ] [3472/3557] Forecasting WLK...
[2025-12-23T20:34:54.366840] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-23T20:34:54.366877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-23T20:34:54.379033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-23T20:34:54.379472] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-23T20:34:54.380328] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-23T20:34:54.380383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:54.380417] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:54.380443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:54.380499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:54.435435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:54.436236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:54.436318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:54.436350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:54.555626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:54.555796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:54.555837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:54.555864] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:54.559724] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-23T20:34:54.560013] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-23T20:34:54.560144] [INFO ] [sig       ] WLK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:54.697370] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WLK.txt
[2025-12-23T20:34:54.697528] [INFO ] [sig       ] [3472/3557] Completed WLK in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 29.1s
[2025-12-23T20:34:54.697568] [INFO ] [sig       ] [3473/3557] Forecasting WLKP...
[2025-12-23T20:34:54.697618] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-23T20:34:54.697649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-23T20:34:54.709522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-23T20:34:54.709845] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-23T20:34:54.710626] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-23T20:34:54.710678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:54.710709] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:54.710735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:54.710791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:54.765469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:54.766090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:54.766167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:54.766198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:54.879975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:54.880143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:54.880182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:54.880250] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:54.883649] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-23T20:34:54.883931] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-23T20:34:54.884058] [INFO ] [sig       ] WLKP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:55.021736] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WLKP.txt
[2025-12-23T20:34:55.021872] [INFO ] [sig       ] [3473/3557] Completed WLKP in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 28.8s
[2025-12-23T20:34:55.021913] [INFO ] [sig       ] [3474/3557] Forecasting WMG...
[2025-12-23T20:34:55.021942] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-23T20:34:55.021972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-23T20:34:55.033950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-23T20:34:55.034345] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-23T20:34:55.035147] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-23T20:34:55.035200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:55.035231] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:55.035257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:55.035312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:55.092775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:55.093777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:55.093868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:55.093902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:55.228041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:55.228211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:55.228253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:55.228282] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:55.232123] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-23T20:34:55.232427] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-23T20:34:55.232563] [INFO ] [sig       ] WMG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:55.384437] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WMG.txt
[2025-12-23T20:34:55.384616] [INFO ] [sig       ] [3474/3557] Completed WMG in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 28.5s
[2025-12-23T20:34:55.384676] [INFO ] [sig       ] [3475/3557] Forecasting WMK...
[2025-12-23T20:34:55.384714] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-23T20:34:55.384745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-23T20:34:55.396720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-23T20:34:55.397103] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-23T20:34:55.397891] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-23T20:34:55.397945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:55.397977] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:55.398005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:55.398061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:55.457358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:55.458588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:55.458669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:55.458702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:55.578950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:55.579117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:55.579183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:55.579216] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:55.582626] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-23T20:34:55.582901] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-23T20:34:55.583029] [INFO ] [sig       ] WMK: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:55.720627] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WMK.txt
[2025-12-23T20:34:55.720796] [INFO ] [sig       ] [3475/3557] Completed WMK in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 28.1s
[2025-12-23T20:34:55.720840] [INFO ] [sig       ] [3476/3557] Forecasting WMS...
[2025-12-23T20:34:55.720869] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-23T20:34:55.720899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-23T20:34:55.733960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-23T20:34:55.734415] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-23T20:34:55.735438] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-23T20:34:55.735520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:55.735569] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:55.735646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:55.735731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:55.798535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:55.799548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:55.799654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:55.799689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:55.917268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:55.917430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:55.917472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:55.917501] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:55.920911] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-23T20:34:55.921188] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-23T20:34:55.921313] [INFO ] [sig       ] WMS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:56.059698] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WMS.txt
[2025-12-23T20:34:56.059849] [INFO ] [sig       ] [3476/3557] Completed WMS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 27.8s
[2025-12-23T20:34:56.059889] [INFO ] [sig       ] [3477/3557] Forecasting WNC...
[2025-12-23T20:34:56.059919] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-23T20:34:56.059949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-23T20:34:56.071145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-23T20:34:56.071464] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-23T20:34:56.072245] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-23T20:34:56.072298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:56.072329] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:56.072356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:56.072411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:56.128124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:56.128933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:56.129011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:56.129043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:56.249653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:56.249847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:56.249893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:56.249923] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:56.253739] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-23T20:34:56.254092] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-23T20:34:56.254256] [INFO ] [sig       ] WNC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:56.410519] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WNC.txt
[2025-12-23T20:34:56.410708] [INFO ] [sig       ] [3477/3557] Completed WNC in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 27.4s
[2025-12-23T20:34:56.410751] [INFO ] [sig       ] [3478/3557] Forecasting WNEB...
[2025-12-23T20:34:56.410780] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-23T20:34:56.410809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-23T20:34:56.422022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-23T20:34:56.422345] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-23T20:34:56.423245] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-23T20:34:56.423298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:56.423329] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:56.423355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:56.423410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:56.481317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:56.482273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:56.482359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:56.482391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:56.602310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:56.602489] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:34:56.602536] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:56.602565] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:56.605977] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2025-12-23T20:34:56.606261] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-23T20:34:56.606383] [INFO ] [sig       ] WNEB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:56.744105] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WNEB.txt
[2025-12-23T20:34:56.744271] [INFO ] [sig       ] [3478/3557] Completed WNEB in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 27.1s
[2025-12-23T20:34:56.744310] [INFO ] [sig       ] [3479/3557] Forecasting WOOD...
[2025-12-23T20:34:56.744342] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-23T20:34:56.744371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-23T20:34:56.757789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-23T20:34:56.758356] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-23T20:34:56.759351] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-23T20:34:56.759409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:56.759442] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:56.759470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:56.759529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:56.819880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:56.820877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:56.820970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:56.821005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:56.926900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:56.927068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:56.927108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:56.927135] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:56.930551] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-23T20:34:56.930854] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-23T20:34:56.930988] [INFO ] [sig       ] WOOD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:57.093061] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WOOD.txt
[2025-12-23T20:34:57.093225] [INFO ] [sig       ] [3479/3557] Completed WOOD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 26.7s
[2025-12-23T20:34:57.093269] [INFO ] [sig       ] [3480/3557] Forecasting WOOF...
[2025-12-23T20:34:57.093299] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-23T20:34:57.093330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-23T20:34:57.107335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-23T20:34:57.108032] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-23T20:34:57.109235] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-23T20:34:57.109294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:57.109328] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:57.109358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:57.109418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:57.169889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:57.171123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:57.171288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:57.171324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:57.296314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:57.296586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:57.296643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:57.296675] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:57.300644] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-23T20:34:57.300986] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-23T20:34:57.301131] [INFO ] [sig       ] WOOF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:34:57.443282] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WOOF.txt
[2025-12-23T20:34:57.443471] [INFO ] [sig       ] [3480/3557] Completed WOOF in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 26.4s
[2025-12-23T20:34:57.443516] [INFO ] [sig       ] [3481/3557] Forecasting WPC...
[2025-12-23T20:34:57.443546] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-23T20:34:57.443603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-23T20:34:57.456792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-23T20:34:57.457249] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-23T20:34:57.458180] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-23T20:34:57.458253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:57.458293] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:57.458325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:57.458393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:57.514653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:57.515771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:57.515862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:57.515897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:57.636818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:57.636986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:57.637029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:57.637058] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:57.640670] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-23T20:34:57.640957] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-23T20:34:57.641089] [INFO ] [sig       ] WPC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:57.780165] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WPC.txt
[2025-12-23T20:34:57.780336] [INFO ] [sig       ] [3481/3557] Completed WPC in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 26.1s
[2025-12-23T20:34:57.780378] [INFO ] [sig       ] [3482/3557] Forecasting WPP...
[2025-12-23T20:34:57.780410] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-23T20:34:57.780440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-23T20:34:57.792560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-23T20:34:57.792994] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-23T20:34:57.793855] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-23T20:34:57.793914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:57.793950] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:57.793987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:57.794048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:57.856946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:57.858184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:57.858281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:57.858317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:57.978524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:57.978772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:57.978823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:57.978859] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:57.982757] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-23T20:34:57.983127] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-23T20:34:57.983279] [INFO ] [sig       ] WPP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:58.126498] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WPP.txt
[2025-12-23T20:34:58.126735] [INFO ] [sig       ] [3482/3557] Completed WPP in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 25.7s
[2025-12-23T20:34:58.126780] [INFO ] [sig       ] [3483/3557] Forecasting WRAP...
[2025-12-23T20:34:58.126812] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-23T20:34:58.126843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-23T20:34:58.141134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-23T20:34:58.141733] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-23T20:34:58.142709] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-23T20:34:58.142770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:58.142807] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:58.142836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:58.142910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:58.202614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:58.203732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:58.203828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:58.203863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:58.326359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:58.326609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:58.326658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:58.326689] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:58.330425] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-23T20:34:58.330814] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-23T20:34:58.330961] [INFO ] [sig       ] WRAP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:58.476121] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WRAP.txt
[2025-12-23T20:34:58.476360] [INFO ] [sig       ] [3483/3557] Completed WRAP in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 25.4s
[2025-12-23T20:34:58.476403] [INFO ] [sig       ] [3484/3557] Forecasting WRB...
[2025-12-23T20:34:58.476434] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-23T20:34:58.476464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-23T20:34:58.488938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-23T20:34:58.489308] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-23T20:34:58.490163] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-23T20:34:58.490219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:58.490253] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:58.490281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:58.490338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:58.546644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:58.547329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:58.547410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:58.547442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:58.670248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:58.670416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:58.670458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:58.670489] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:58.673950] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-23T20:34:58.674229] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-23T20:34:58.674354] [INFO ] [sig       ] WRB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:58.812022] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WRB.txt
[2025-12-23T20:34:58.812157] [INFO ] [sig       ] [3484/3557] Completed WRB in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 25.0s
[2025-12-23T20:34:58.812201] [INFO ] [sig       ] [3485/3557] Forecasting WRBY...
[2025-12-23T20:34:58.812232] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-23T20:34:58.812261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-23T20:34:58.823501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-23T20:34:58.823845] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-23T20:34:58.824611] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-23T20:34:58.824663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:58.824695] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:58.824721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:58.824777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:58.879860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:58.880555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:58.880651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:58.880684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:59.010530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:59.010729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:59.010769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:59.010797] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:59.014440] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-23T20:34:59.014758] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-23T20:34:59.014886] [INFO ] [sig       ] WRBY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:59.156986] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WRBY.txt
[2025-12-23T20:34:59.157146] [INFO ] [sig       ] [3485/3557] Completed WRBY in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 24.7s
[2025-12-23T20:34:59.157185] [INFO ] [sig       ] [3486/3557] Forecasting WRLD...
[2025-12-23T20:34:59.157216] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-23T20:34:59.157246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-23T20:34:59.168872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-23T20:34:59.169270] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-23T20:34:59.170172] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-23T20:34:59.170226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:59.170258] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:59.170285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:59.170341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:59.227016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:59.227904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:59.227985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:59.228017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:59.343473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:59.343650] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-23T20:34:59.343692] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:59.343721] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:59.347180] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-23T20:34:59.347537] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-23T20:34:59.347698] [INFO ] [sig       ] WRLD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:59.488784] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WRLD.txt
[2025-12-23T20:34:59.488919] [INFO ] [sig       ] [3486/3557] Completed WRLD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 24.3s
[2025-12-23T20:34:59.488958] [INFO ] [sig       ] [3487/3557] Forecasting WSBC...
[2025-12-23T20:34:59.488987] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-23T20:34:59.489015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-23T20:34:59.499815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-23T20:34:59.500093] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-23T20:34:59.500864] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-23T20:34:59.500917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:59.500974] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:59.501003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:59.501060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:59.556888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:59.557481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:59.557555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:59.557605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:34:59.684339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:34:59.684528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:34:59.684570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:34:59.684618] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:34:59.688234] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-23T20:34:59.688527] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-23T20:34:59.688683] [INFO ] [sig       ] WSBC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:34:59.829412] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WSBC.txt
[2025-12-23T20:34:59.829585] [INFO ] [sig       ] [3487/3557] Completed WSBC in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 24.0s
[2025-12-23T20:34:59.829631] [INFO ] [sig       ] [3488/3557] Forecasting WSBF...
[2025-12-23T20:34:59.829667] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-23T20:34:59.829698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-23T20:34:59.841448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-23T20:34:59.841787] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-23T20:34:59.842542] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-23T20:34:59.842614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:34:59.842647] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:34:59.842674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:34:59.842730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:34:59.899409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:34:59.900075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:34:59.900153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:34:59.900186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:00.027512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:00.027697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:00.027757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:00.027788] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:00.031380] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-23T20:35:00.031717] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-23T20:35:00.031858] [INFO ] [sig       ] WSBF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:00.175108] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WSBF.txt
[2025-12-23T20:35:00.175273] [INFO ] [sig       ] [3488/3557] Completed WSBF in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 23.7s
[2025-12-23T20:35:00.175324] [INFO ] [sig       ] [3489/3557] Forecasting WSC...
[2025-12-23T20:35:00.175368] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-23T20:35:00.175401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-23T20:35:00.187177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-23T20:35:00.187525] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-23T20:35:00.188357] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-23T20:35:00.188411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:00.188444] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:00.188471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:00.188527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:00.246071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:00.246873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:00.246954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:00.246988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:00.375856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:00.375975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:00.376017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:00.376045] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:00.379427] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-23T20:35:00.379727] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-23T20:35:00.379857] [INFO ] [sig       ] WSC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:00.529787] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WSC.txt
[2025-12-23T20:35:00.529945] [INFO ] [sig       ] [3489/3557] Completed WSC in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 23.3s
[2025-12-23T20:35:00.529988] [INFO ] [sig       ] [3490/3557] Forecasting WSFS...
[2025-12-23T20:35:00.530018] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-23T20:35:00.530048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-23T20:35:00.540941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-23T20:35:00.541277] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-23T20:35:00.542101] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-23T20:35:00.542155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:00.542189] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:00.542216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:00.542272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:00.600126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:00.600948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:00.601029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:00.601061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:00.717255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:00.717383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:00.717431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:00.717496] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:00.721024] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-23T20:35:00.721308] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-23T20:35:00.721444] [INFO ] [sig       ] WSFS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:00.866216] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WSFS.txt
[2025-12-23T20:35:00.866363] [INFO ] [sig       ] [3490/3557] Completed WSFS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 23.0s
[2025-12-23T20:35:00.866403] [INFO ] [sig       ] [3491/3557] Forecasting WSM...
[2025-12-23T20:35:00.866434] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-23T20:35:00.866463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-23T20:35:00.877327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-23T20:35:00.877622] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-23T20:35:00.878380] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-23T20:35:00.878432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:00.878463] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:00.878490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:00.878551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:00.936091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:00.936755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:00.936833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:00.936866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:01.058373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:01.058530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:01.058570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:01.058619] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:01.062143] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-23T20:35:01.062491] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-23T20:35:01.062653] [INFO ] [sig       ] WSM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:01.211349] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WSM.txt
[2025-12-23T20:35:01.211482] [INFO ] [sig       ] [3491/3557] Completed WSM in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 22.6s
[2025-12-23T20:35:01.211521] [INFO ] [sig       ] [3492/3557] Forecasting WSO...
[2025-12-23T20:35:01.211550] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-23T20:35:01.211596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-23T20:35:01.223065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-23T20:35:01.223350] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-23T20:35:01.224181] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-23T20:35:01.224234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:01.224277] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:01.224305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:01.224363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:01.281880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:01.282493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:01.282569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:01.282619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:01.402037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:01.402174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:01.402214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:01.402243] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:01.405532] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-23T20:35:01.405815] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-23T20:35:01.405938] [INFO ] [sig       ] WSO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:01.544492] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WSO.txt
[2025-12-23T20:35:01.544654] [INFO ] [sig       ] [3492/3557] Completed WSO in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 22.3s
[2025-12-23T20:35:01.544697] [INFO ] [sig       ] [3493/3557] Forecasting WTBA...
[2025-12-23T20:35:01.544726] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-23T20:35:01.544755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-23T20:35:01.556538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-23T20:35:01.556845] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-23T20:35:01.557619] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-23T20:35:01.557671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:01.557702] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:01.557728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:01.557784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:01.618083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:01.619014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:01.619094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:01.619127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:01.738033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:01.738204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:01.738242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:01.738269] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:01.741788] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-23T20:35:01.742081] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-23T20:35:01.742212] [INFO ] [sig       ] WTBA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:01.884308] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WTBA.txt
[2025-12-23T20:35:01.884451] [INFO ] [sig       ] [3493/3557] Completed WTBA in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 21.9s
[2025-12-23T20:35:01.884493] [INFO ] [sig       ] [3494/3557] Forecasting WTFC...
[2025-12-23T20:35:01.884521] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-23T20:35:01.884550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-23T20:35:01.899981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-23T20:35:01.900622] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-23T20:35:01.901600] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-23T20:35:01.901659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:01.901694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:01.901723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:01.901781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:01.968157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:01.969420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:01.969555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:01.969620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:02.107955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:02.108201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:02.108251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:02.108281] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:02.112665] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-23T20:35:02.113006] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-23T20:35:02.113170] [INFO ] [sig       ] WTFC: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:02.260325] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WTFC.txt
[2025-12-23T20:35:02.260555] [INFO ] [sig       ] [3494/3557] Completed WTFC in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 21.6s
[2025-12-23T20:35:02.260623] [INFO ] [sig       ] [3495/3557] Forecasting WTI...
[2025-12-23T20:35:02.260654] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-23T20:35:02.260687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-23T20:35:02.275516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-23T20:35:02.276045] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-23T20:35:02.277125] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-23T20:35:02.277182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:02.277216] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:02.277242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:02.277300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:02.336224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:02.337349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:02.337466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:02.337504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:02.458187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:02.458425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:02.458471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:02.458501] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:02.462618] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-23T20:35:02.462972] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-23T20:35:02.463120] [INFO ] [sig       ] WTI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:02.616024] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WTI.txt
[2025-12-23T20:35:02.616251] [INFO ] [sig       ] [3495/3557] Completed WTI in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 21.3s
[2025-12-23T20:35:02.616320] [INFO ] [sig       ] [3496/3557] Forecasting WTRG...
[2025-12-23T20:35:02.616371] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-23T20:35:02.616407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-23T20:35:02.631878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-23T20:35:02.632473] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-23T20:35:02.633429] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-23T20:35:02.633486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:02.633520] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:02.633548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:02.633626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:02.700707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:02.702158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:02.702287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:02.702329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:02.826588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:02.826817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:02.826865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:02.826906] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:02.831434] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-23T20:35:02.831846] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-23T20:35:02.832022] [INFO ] [sig       ] WTRG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:02.984627] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WTRG.txt
[2025-12-23T20:35:02.984875] [INFO ] [sig       ] [3496/3557] Completed WTRG in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 20.9s
[2025-12-23T20:35:02.984941] [INFO ] [sig       ] [3497/3557] Forecasting WTS...
[2025-12-23T20:35:02.984988] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-23T20:35:02.985026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-23T20:35:02.999200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-23T20:35:02.999780] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-23T20:35:03.000910] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-23T20:35:03.000976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:03.001011] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:03.001039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:03.001098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:03.062794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:03.063850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:03.063985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:03.064018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:03.188015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:03.188240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:03.188286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:03.188318] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:03.192174] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-12-23T20:35:03.192500] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-23T20:35:03.192670] [INFO ] [sig       ] WTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:03.346692] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WTS.txt
[2025-12-23T20:35:03.346887] [INFO ] [sig       ] [3497/3557] Completed WTS in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 20.6s
[2025-12-23T20:35:03.346934] [INFO ] [sig       ] [3498/3557] Forecasting WULF...
[2025-12-23T20:35:03.346966] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-23T20:35:03.346997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-23T20:35:03.360399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-23T20:35:03.360809] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-23T20:35:03.361628] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-23T20:35:03.361683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:03.361715] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:03.361741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:03.361796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:03.418140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:03.418785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:03.418865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:03.418898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:03.541485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:03.541686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:03.541730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:03.541759] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:03.545237] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-23T20:35:03.545517] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-23T20:35:03.545666] [INFO ] [sig       ] WULF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:03.685115] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WULF.txt
[2025-12-23T20:35:03.685297] [INFO ] [sig       ] [3498/3557] Completed WULF in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 20.2s
[2025-12-23T20:35:03.685339] [INFO ] [sig       ] [3499/3557] Forecasting WVE...
[2025-12-23T20:35:03.685370] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-23T20:35:03.685400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-23T20:35:03.697493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-23T20:35:03.697954] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-23T20:35:03.698798] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-23T20:35:03.698857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:03.698889] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:03.698915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:03.698970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:03.755104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:03.756031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:03.756116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:03.756149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:03.878220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:03.878374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:03.878413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:03.878458] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:03.881863] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-23T20:35:03.882141] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-23T20:35:03.882273] [INFO ] [sig       ] WVE: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:04.019451] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WVE.txt
[2025-12-23T20:35:04.019601] [INFO ] [sig       ] [3499/3557] Completed WVE in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 19.9s
[2025-12-23T20:35:04.019644] [INFO ] [sig       ] [3500/3557] Forecasting WWD...
[2025-12-23T20:35:04.019674] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-23T20:35:04.019703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-23T20:35:04.030918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-23T20:35:04.031241] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-23T20:35:04.032031] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-23T20:35:04.032086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:04.032120] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:04.032146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:04.032201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:04.087889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:04.088533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:04.088630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:04.088664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:04.206322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:04.206472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:04.206511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:04.206540] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:04.209898] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-23T20:35:04.210181] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-23T20:35:04.210308] [INFO ] [sig       ] WWD: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:04.347457] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WWD.txt
[2025-12-23T20:35:04.347625] [INFO ] [sig       ] [3500/3557] Completed WWD in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 19.5s
[2025-12-23T20:35:04.347667] [INFO ] [sig       ] [3501/3557] Forecasting WY...
[2025-12-23T20:35:04.347697] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-23T20:35:04.347726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-23T20:35:04.358512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-23T20:35:04.358892] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-23T20:35:04.359708] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-23T20:35:04.359772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:04.359804] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:04.359830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:04.359885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:04.416347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:04.417297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:04.417392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:04.417454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:04.535934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:04.536107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:04.536150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:04.536182] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:04.540273] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-23T20:35:04.540841] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-23T20:35:04.541037] [INFO ] [sig       ] WY: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:04.684507] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/WY.txt
[2025-12-23T20:35:04.684687] [INFO ] [sig       ] [3501/3557] Completed WY in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 19.2s
[2025-12-23T20:35:04.684729] [INFO ] [sig       ] [3502/3557] Forecasting WYNN...
[2025-12-23T20:35:04.684760] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-23T20:35:04.684792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-23T20:35:04.696787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-23T20:35:04.697124] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-23T20:35:04.697905] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-23T20:35:04.697959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:04.697992] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:04.698021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:04.698077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:04.753247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:04.753851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:04.753928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:04.753960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:04.873256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:04.873376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:04.873415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:04.873443] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:04.876647] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2025-12-23T20:35:04.876912] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-23T20:35:04.877036] [INFO ] [sig       ] WYNN: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:05.013212] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/WYNN.txt
[2025-12-23T20:35:05.013357] [INFO ] [sig       ] [3502/3557] Completed WYNN in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 18.9s
[2025-12-23T20:35:05.013399] [INFO ] [sig       ] [3503/3557] Forecasting XBIL...
[2025-12-23T20:35:05.013429] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-23T20:35:05.013460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-23T20:35:05.025026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-23T20:35:05.025323] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-23T20:35:05.026110] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-23T20:35:05.026164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:05.026196] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:05.026234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:05.026291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:05.081371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:05.081999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:05.082075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:05.082106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:05.172995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:05.173133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:05.173171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:05.173199] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:05.176421] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-23T20:35:05.176707] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-23T20:35:05.176829] [INFO ] [sig       ] XBIL: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:05.313822] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XBIL.txt
[2025-12-23T20:35:05.313977] [INFO ] [sig       ] [3503/3557] Completed XBIL in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 18.5s
[2025-12-23T20:35:05.314017] [INFO ] [sig       ] [3504/3557] Forecasting XEL...
[2025-12-23T20:35:05.314046] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-23T20:35:05.314076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-23T20:35:05.325520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-23T20:35:05.325857] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-23T20:35:05.326630] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-23T20:35:05.326682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:05.326752] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:05.326782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:05.326838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:05.382620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:05.383245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:05.383324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:05.383357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:05.500928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:05.501093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:05.501140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:05.501174] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:05.504538] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-23T20:35:05.504836] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-23T20:35:05.504963] [INFO ] [sig       ] XEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:05.644122] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XEL.txt
[2025-12-23T20:35:05.644271] [INFO ] [sig       ] [3504/3557] Completed XEL in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 18.2s
[2025-12-23T20:35:05.644321] [INFO ] [sig       ] [3505/3557] Forecasting XENE...
[2025-12-23T20:35:05.644354] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-23T20:35:05.644385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-23T20:35:05.655741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-23T20:35:05.656021] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-23T20:35:05.656814] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-23T20:35:05.656866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:05.656896] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:05.656922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:05.656976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:05.712847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:05.713453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:05.713530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:05.713563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:05.832206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:05.832370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:05.832413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:05.832441] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:05.835778] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-23T20:35:05.836043] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-23T20:35:05.836169] [INFO ] [sig       ] XENE: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:05.977110] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XENE.txt
[2025-12-23T20:35:05.977276] [INFO ] [sig       ] [3505/3557] Completed XENE in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 17.8s
[2025-12-23T20:35:05.977326] [INFO ] [sig       ] [3506/3557] Forecasting XERS...
[2025-12-23T20:35:05.977362] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-23T20:35:05.977392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-23T20:35:05.988664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-23T20:35:05.988932] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-23T20:35:05.989742] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-23T20:35:05.989794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:05.989826] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:05.989853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:05.989914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:06.046673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:06.047365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:06.047443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:06.047476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:06.165711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:06.165878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:06.165918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:06.165945] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:06.169465] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-12-23T20:35:06.169833] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-23T20:35:06.169974] [INFO ] [sig       ] XERS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:06.313755] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XERS.txt
[2025-12-23T20:35:06.313972] [INFO ] [sig       ] [3506/3557] Completed XERS in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 17.5s
[2025-12-23T20:35:06.314028] [INFO ] [sig       ] [3507/3557] Forecasting XGN...
[2025-12-23T20:35:06.314064] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-23T20:35:06.314105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-23T20:35:06.325236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-23T20:35:06.325641] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-23T20:35:06.326410] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-23T20:35:06.326474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:06.326506] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:06.326533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:06.326609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:06.383194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:06.383867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:06.383945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:06.383979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:06.501626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:06.501765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:06.501804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:06.501888] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:06.505179] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-23T20:35:06.505447] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-23T20:35:06.505569] [INFO ] [sig       ] XGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:06.643926] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XGN.txt
[2025-12-23T20:35:06.644058] [INFO ] [sig       ] [3507/3557] Completed XGN in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 17.1s
[2025-12-23T20:35:06.644098] [INFO ] [sig       ] [3508/3557] Forecasting XOM...
[2025-12-23T20:35:06.644127] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-23T20:35:06.644156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-23T20:35:06.655798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-23T20:35:06.656070] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-23T20:35:06.656826] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-23T20:35:06.656879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:06.656910] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:06.656937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:06.656993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:06.713564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:06.714249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:06.714328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:06.714360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:06.834761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:06.834934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:06.834975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:06.835005] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:06.838552] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-12-23T20:35:06.838867] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-23T20:35:06.839002] [INFO ] [sig       ] XOM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:06.975725] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XOM.txt
[2025-12-23T20:35:06.975882] [INFO ] [sig       ] [3508/3557] Completed XOM in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 16.8s
[2025-12-23T20:35:06.975923] [INFO ] [sig       ] [3509/3557] Forecasting XOMA...
[2025-12-23T20:35:06.975953] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-23T20:35:06.975982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-23T20:35:06.989287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-23T20:35:06.989817] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-23T20:35:06.990736] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-23T20:35:06.990791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:06.990824] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:06.990851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:06.990910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:07.048644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:07.049658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:07.049754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:07.049786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:07.171880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:07.172137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:07.172188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:07.172219] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:07.177416] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-23T20:35:07.178014] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-23T20:35:07.178235] [INFO ] [sig       ] XOMA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:07.320390] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XOMA.txt
[2025-12-23T20:35:07.320543] [INFO ] [sig       ] [3509/3557] Completed XOMA in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 16.5s
[2025-12-23T20:35:07.320600] [INFO ] [sig       ] [3510/3557] Forecasting XOS...
[2025-12-23T20:35:07.320632] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-23T20:35:07.320662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-23T20:35:07.332196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-23T20:35:07.332491] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-23T20:35:07.333296] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-23T20:35:07.333348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:07.333379] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:07.333405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:07.333460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:07.388495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:07.389112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:07.389207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:07.389239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:07.508291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:07.508461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:07.508510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:07.508547] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:07.512030] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-23T20:35:07.512302] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-23T20:35:07.512435] [INFO ] [sig       ] XOS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:07.650620] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XOS.txt
[2025-12-23T20:35:07.650818] [INFO ] [sig       ] [3510/3557] Completed XOS in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 16.1s
[2025-12-23T20:35:07.650872] [INFO ] [sig       ] [3511/3557] Forecasting XP...
[2025-12-23T20:35:07.650906] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-23T20:35:07.650951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-23T20:35:07.662777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-23T20:35:07.663066] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-23T20:35:07.663846] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-23T20:35:07.663898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:07.663930] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:07.663957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:07.664013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:07.719083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:07.719722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:07.719800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:07.719832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:07.839077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:07.839253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:07.839295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:07.839323] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:07.842669] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-23T20:35:07.842941] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-23T20:35:07.843064] [INFO ] [sig       ] XP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:07.988098] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XP.txt
[2025-12-23T20:35:07.988253] [INFO ] [sig       ] [3511/3557] Completed XP in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 15.8s
[2025-12-23T20:35:07.988296] [INFO ] [sig       ] [3512/3557] Forecasting XPEL...
[2025-12-23T20:35:07.988325] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-23T20:35:07.988355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-23T20:35:08.000732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-23T20:35:08.001036] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-23T20:35:08.001819] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-23T20:35:08.001872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:08.001903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:08.001930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:08.001985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:08.057814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:08.058600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:08.058680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:08.058712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:08.174708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:08.174890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:08.174932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:08.174960] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:08.178286] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-12-23T20:35:08.178557] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-23T20:35:08.178698] [INFO ] [sig       ] XPEL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:08.316792] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XPEL.txt
[2025-12-23T20:35:08.316920] [INFO ] [sig       ] [3512/3557] Completed XPEL in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 15.4s
[2025-12-23T20:35:08.316959] [INFO ] [sig       ] [3513/3557] Forecasting XPO...
[2025-12-23T20:35:08.316989] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-23T20:35:08.317017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-23T20:35:08.329201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-23T20:35:08.329636] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-23T20:35:08.330496] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-23T20:35:08.330552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:08.330605] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:08.330633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:08.330688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:08.387056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:08.387983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:08.388067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:08.388099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:08.504808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:08.504982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:08.505024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:08.505052] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:08.508474] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-23T20:35:08.508776] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-23T20:35:08.508908] [INFO ] [sig       ] XPO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:08.651733] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XPO.txt
[2025-12-23T20:35:08.651908] [INFO ] [sig       ] [3513/3557] Completed XPO in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 15.1s
[2025-12-23T20:35:08.651950] [INFO ] [sig       ] [3514/3557] Forecasting XPOF...
[2025-12-23T20:35:08.651980] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-23T20:35:08.652009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-23T20:35:08.664095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-23T20:35:08.664409] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-23T20:35:08.665179] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-23T20:35:08.665232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:08.665263] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:08.665290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:08.665346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:08.723404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:08.724019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:08.724135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:08.724171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:08.845562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:08.845740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:08.845782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:08.845811] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:08.849197] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-23T20:35:08.849479] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-23T20:35:08.849623] [INFO ] [sig       ] XPOF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:08.988452] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XPOF.txt
[2025-12-23T20:35:08.988564] [INFO ] [sig       ] [3514/3557] Completed XPOF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 14.7s
[2025-12-23T20:35:08.988620] [INFO ] [sig       ] [3515/3557] Forecasting XPRO...
[2025-12-23T20:35:08.988650] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-23T20:35:08.988679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-23T20:35:09.000315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-23T20:35:09.000594] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-23T20:35:09.001326] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-23T20:35:09.001378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:09.001409] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:09.001435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:09.001492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:09.057632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:09.058201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:09.058277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:09.058308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:09.175980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:09.176105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:09.176142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:09.176171] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:09.179465] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-23T20:35:09.179787] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-23T20:35:09.179919] [INFO ] [sig       ] XPRO: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:09.318494] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XPRO.txt
[2025-12-23T20:35:09.318678] [INFO ] [sig       ] [3515/3557] Completed XPRO in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 14.4s
[2025-12-23T20:35:09.318721] [INFO ] [sig       ] [3516/3557] Forecasting XRAY...
[2025-12-23T20:35:09.318751] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-23T20:35:09.318779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-23T20:35:09.330050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-23T20:35:09.330402] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-23T20:35:09.331183] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-23T20:35:09.331248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:09.331280] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:09.331306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:09.331362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:09.386804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:09.387632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:09.387715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:09.387751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:09.504230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:09.504383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:09.504421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:09.504450] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:09.507766] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-23T20:35:09.508039] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-23T20:35:09.508161] [INFO ] [sig       ] XRAY: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:09.645290] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XRAY.txt
[2025-12-23T20:35:09.645438] [INFO ] [sig       ] [3516/3557] Completed XRAY in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 14.1s
[2025-12-23T20:35:09.645479] [INFO ] [sig       ] [3517/3557] Forecasting XRX...
[2025-12-23T20:35:09.645509] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-23T20:35:09.645539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-23T20:35:09.657349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-23T20:35:09.657663] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-23T20:35:09.658415] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-23T20:35:09.658468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:09.658501] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:09.658527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:09.658604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:09.725815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:09.726767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:09.726862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:09.726908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:09.848785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:09.848943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:09.848982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:09.849010] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:09.852390] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-23T20:35:09.852676] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-23T20:35:09.852810] [INFO ] [sig       ] XRX: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:09.989456] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XRX.txt
[2025-12-23T20:35:09.989647] [INFO ] [sig       ] [3517/3557] Completed XRX in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 13.7s
[2025-12-23T20:35:09.989692] [INFO ] [sig       ] [3518/3557] Forecasting XTIA...
[2025-12-23T20:35:09.989721] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-23T20:35:09.989749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-23T20:35:10.001524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-23T20:35:10.001861] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-23T20:35:10.002820] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-23T20:35:10.002871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:10.002903] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:10.002930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:10.002985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:10.059405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:10.060060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:10.060135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:10.060167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:10.183802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:10.183958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:10.183999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:10.184027] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:10.187390] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-23T20:35:10.187687] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-23T20:35:10.187814] [INFO ] [sig       ] XTIA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:10.324494] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XTIA.txt
[2025-12-23T20:35:10.324648] [INFO ] [sig       ] [3518/3557] Completed XTIA in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 13.4s
[2025-12-23T20:35:10.324690] [INFO ] [sig       ] [3519/3557] Forecasting XTKG...
[2025-12-23T20:35:10.324719] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-23T20:35:10.324749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-23T20:35:10.336465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-23T20:35:10.336798] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-23T20:35:10.337552] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-23T20:35:10.337622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:10.337655] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:10.337682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:10.337737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:10.393146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:10.393770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:10.393844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:10.393876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:10.508032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:10.508192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:10.508235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:10.508270] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:10.511644] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-12-23T20:35:10.511922] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-23T20:35:10.512044] [INFO ] [sig       ] XTKG: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:10.648865] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/XTKG.txt
[2025-12-23T20:35:10.649003] [INFO ] [sig       ] [3519/3557] Completed XTKG in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 13.0s
[2025-12-23T20:35:10.649049] [INFO ] [sig       ] [3520/3557] Forecasting XYF...
[2025-12-23T20:35:10.649079] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-23T20:35:10.649107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-23T20:35:10.660522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-23T20:35:10.660810] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-23T20:35:10.661554] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-23T20:35:10.661627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:10.661660] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:10.661687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:10.661746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:10.717286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:10.717904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:10.717980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:10.718012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:10.834808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:10.834948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:10.834987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:10.835017] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:10.838291] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-23T20:35:10.838555] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-23T20:35:10.838696] [INFO ] [sig       ] XYF: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:10.976981] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XYF.txt
[2025-12-23T20:35:10.977147] [INFO ] [sig       ] [3520/3557] Completed XYF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 12.7s
[2025-12-23T20:35:10.977188] [INFO ] [sig       ] [3521/3557] Forecasting XYL...
[2025-12-23T20:35:10.977219] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-23T20:35:10.977251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-23T20:35:10.988941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-23T20:35:10.989312] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-23T20:35:10.990091] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-23T20:35:10.990144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:10.990200] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:10.990228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:10.990284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:11.048355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:11.049222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:11.049301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:11.049333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:11.166951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:11.167097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:11.167137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:11.167165] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:11.170549] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-23T20:35:11.170874] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-23T20:35:11.171021] [INFO ] [sig       ] XYL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:11.312061] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/XYL.txt
[2025-12-23T20:35:11.312222] [INFO ] [sig       ] [3521/3557] Completed XYL in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 12.3s
[2025-12-23T20:35:11.312264] [INFO ] [sig       ] [3522/3557] Forecasting YALA...
[2025-12-23T20:35:11.312293] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-23T20:35:11.312322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-23T20:35:11.323516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-23T20:35:11.323877] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-23T20:35:11.324666] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-23T20:35:11.324718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:11.324749] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:11.324775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:11.324831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:11.382551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:11.383434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:11.383515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:11.383549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:11.504839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:11.505002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:11.505042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:11.505070] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:11.508502] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-12-23T20:35:11.508816] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-23T20:35:11.508951] [INFO ] [sig       ] YALA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:11.650402] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/YALA.txt
[2025-12-23T20:35:11.650774] [INFO ] [sig       ] [3522/3557] Completed YALA in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 12.0s
[2025-12-23T20:35:11.650818] [INFO ] [sig       ] [3523/3557] Forecasting YELP...
[2025-12-23T20:35:11.650849] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-23T20:35:11.650880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-23T20:35:11.663080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-23T20:35:11.663427] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-23T20:35:11.664248] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-23T20:35:11.664306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:11.664339] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:11.664364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:11.664419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:11.728736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:11.729690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:11.729776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:11.729809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:11.850256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:11.850412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:11.850473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:11.850503] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:11.853868] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-23T20:35:11.854140] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-23T20:35:11.854264] [INFO ] [sig       ] YELP: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:11.991076] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YELP.txt
[2025-12-23T20:35:11.991209] [INFO ] [sig       ] [3523/3557] Completed YELP in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 11.7s
[2025-12-23T20:35:11.991247] [INFO ] [sig       ] [3524/3557] Forecasting YETI...
[2025-12-23T20:35:11.991275] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-23T20:35:11.991304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-23T20:35:12.002334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-23T20:35:12.002634] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-23T20:35:12.003385] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-23T20:35:12.003437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:12.003468] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:12.003494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:12.003549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:12.058700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:12.059334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:12.059412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:12.059444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:12.176521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:12.176682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:12.176722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:12.176782] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:12.180185] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-23T20:35:12.180460] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-23T20:35:12.180606] [INFO ] [sig       ] YETI: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:12.323772] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YETI.txt
[2025-12-23T20:35:12.323968] [INFO ] [sig       ] [3524/3557] Completed YETI in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 11.3s
[2025-12-23T20:35:12.324010] [INFO ] [sig       ] [3525/3557] Forecasting YMM...
[2025-12-23T20:35:12.324042] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-23T20:35:12.324072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-23T20:35:12.334910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-23T20:35:12.335195] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-23T20:35:12.335969] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-23T20:35:12.336021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:12.336052] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:12.336079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:12.336135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:12.391764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:12.392464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:12.392562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:12.392613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:12.511045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:12.511186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:12.511226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:12.511255] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:12.514541] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-23T20:35:12.514826] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-23T20:35:12.514950] [INFO ] [sig       ] YMM: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:12.652132] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YMM.txt
[2025-12-23T20:35:12.652262] [INFO ] [sig       ] [3525/3557] Completed YMM in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 11.0s
[2025-12-23T20:35:12.652304] [INFO ] [sig       ] [3526/3557] Forecasting YPF...
[2025-12-23T20:35:12.652334] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-23T20:35:12.652363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-23T20:35:12.663207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-23T20:35:12.663487] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-23T20:35:12.664241] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-23T20:35:12.664298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:12.664329] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:12.664355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:12.664411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:12.719812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:12.720432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:12.720528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:12.720560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:12.843230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:12.843388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:12.843431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:12.843461] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:12.846964] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-23T20:35:12.847248] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-23T20:35:12.847380] [INFO ] [sig       ] YPF: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:12.991500] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YPF.txt
[2025-12-23T20:35:12.991665] [INFO ] [sig       ] [3526/3557] Completed YPF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 10.6s
[2025-12-23T20:35:12.991707] [INFO ] [sig       ] [3527/3557] Forecasting YQQQ...
[2025-12-23T20:35:12.991738] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-23T20:35:12.991768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-23T20:35:13.003036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-23T20:35:13.003334] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-23T20:35:13.004120] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-23T20:35:13.004174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:13.004218] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:13.004247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:13.004308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:13.065193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:13.065934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:13.066032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:13.066068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:13.186715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:13.186861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:13.186902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:13.186932] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:13.190312] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-23T20:35:13.190606] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-23T20:35:13.190732] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:13.328922] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YQQQ.txt
[2025-12-23T20:35:13.329047] [INFO ] [sig       ] [3527/3557] Completed YQQQ in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 10.3s
[2025-12-23T20:35:13.329085] [INFO ] [sig       ] [3528/3557] Forecasting YRD...
[2025-12-23T20:35:13.329115] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-23T20:35:13.329143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-23T20:35:13.340407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-23T20:35:13.340705] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-23T20:35:13.341453] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-23T20:35:13.341505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:13.341536] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:13.341562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:13.341639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:13.397891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:13.398633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:13.398711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:13.398744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:13.517681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:13.517831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:13.517871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:13.517901] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:13.521437] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-23T20:35:13.521735] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-23T20:35:13.521861] [INFO ] [sig       ] YRD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:13.662105] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/YRD.txt
[2025-12-23T20:35:13.662242] [INFO ] [sig       ] [3528/3557] Completed YRD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 9.9s
[2025-12-23T20:35:13.662282] [INFO ] [sig       ] [3529/3557] Forecasting YSG...
[2025-12-23T20:35:13.662312] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-23T20:35:13.662346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-23T20:35:13.674230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-23T20:35:13.674559] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-23T20:35:13.675371] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-23T20:35:13.675425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:13.675458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:13.675486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:13.675542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:13.733905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:13.734665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:13.734741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:13.734773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:13.858886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:13.859052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:13.859094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:13.859123] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:13.862713] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-23T20:35:13.863028] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-23T20:35:13.863178] [INFO ] [sig       ] YSG: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:14.011939] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/YSG.txt
[2025-12-23T20:35:14.012101] [INFO ] [sig       ] [3529/3557] Completed YSG in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 9.6s
[2025-12-23T20:35:14.012142] [INFO ] [sig       ] [3530/3557] Forecasting YTRA...
[2025-12-23T20:35:14.012173] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-23T20:35:14.012202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-23T20:35:14.025356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-23T20:35:14.025751] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-23T20:35:14.026731] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-23T20:35:14.026786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:14.026818] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:14.026844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:14.026904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:14.089186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:14.090097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:14.090202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:14.090239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:14.212375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:14.212533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:14.212592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:14.212625] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:14.216079] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-23T20:35:14.216365] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-23T20:35:14.216495] [INFO ] [sig       ] YTRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:14.369532] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/YTRA.txt
[2025-12-23T20:35:14.369784] [INFO ] [sig       ] [3530/3557] Completed YTRA in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 9.3s
[2025-12-23T20:35:14.369851] [INFO ] [sig       ] [3531/3557] Forecasting YUM...
[2025-12-23T20:35:14.369912] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-23T20:35:14.369963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-23T20:35:14.386083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-23T20:35:14.386625] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-23T20:35:14.387820] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-23T20:35:14.387893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:14.387941] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:14.387984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:14.388067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:14.479180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:14.480464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:14.480710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:14.480770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:14.624255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:14.624513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:14.624601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:14.624654] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:14.630625] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-23T20:35:14.631218] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-23T20:35:14.631450] [INFO ] [sig       ] YUM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:14.844075] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/YUM.txt
[2025-12-23T20:35:14.844271] [INFO ] [sig       ] [3531/3557] Completed YUM in 0.5s | 2.92 sym/s | Total: 20.2m | ETA: 8.9s
[2025-12-23T20:35:14.844316] [INFO ] [sig       ] [3532/3557] Forecasting YUMC...
[2025-12-23T20:35:14.844350] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-23T20:35:14.844380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-23T20:35:14.862812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-23T20:35:14.863347] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-23T20:35:14.864620] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-23T20:35:14.864708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:14.864748] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:14.864784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:14.864858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:14.942269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:14.943530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:14.943696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:14.943755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:15.111445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:15.111669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:15.111737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:15.111787] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:15.117171] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-23T20:35:15.117752] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-23T20:35:15.117979] [INFO ] [sig       ] YUMC: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:15.327554] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/YUMC.txt
[2025-12-23T20:35:15.327794] [INFO ] [sig       ] [3532/3557] Completed YUMC in 0.5s | 2.92 sym/s | Total: 20.2m | ETA: 8.6s
[2025-12-23T20:35:15.327853] [INFO ] [sig       ] [3533/3557] Forecasting Z...
[2025-12-23T20:35:15.327896] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-23T20:35:15.327940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-23T20:35:15.342650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-23T20:35:15.343041] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-23T20:35:15.344183] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-23T20:35:15.344254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:15.344303] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:15.344340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:15.344425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:15.410955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:15.411892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:15.411978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:15.412010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:15.543614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:15.543788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:15.543834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:15.543867] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:15.547978] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-23T20:35:15.548328] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-23T20:35:15.548484] [INFO ] [sig       ] Z: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:15.691861] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/Z.txt
[2025-12-23T20:35:15.692023] [INFO ] [sig       ] [3533/3557] Completed Z in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 8.2s
[2025-12-23T20:35:15.692080] [INFO ] [sig       ] [3534/3557] Forecasting ZBH...
[2025-12-23T20:35:15.692125] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-23T20:35:15.692170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-23T20:35:15.704451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-23T20:35:15.704806] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-23T20:35:15.705628] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-23T20:35:15.705693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:15.705738] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:15.705770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:15.705827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:15.772655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:15.773613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:15.773706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:15.773740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:15.905638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:15.905795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:15.905836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:15.905865] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:15.909398] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-23T20:35:15.909730] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-23T20:35:15.909869] [INFO ] [sig       ] ZBH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:16.049934] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZBH.txt
[2025-12-23T20:35:16.050126] [INFO ] [sig       ] [3534/3557] Completed ZBH in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 7.9s
[2025-12-23T20:35:16.050169] [INFO ] [sig       ] [3535/3557] Forecasting ZBIO...
[2025-12-23T20:35:16.050200] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-23T20:35:16.050230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-23T20:35:16.061453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-23T20:35:16.061802] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-23T20:35:16.062607] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-23T20:35:16.062661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:16.062694] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:16.062721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:16.062783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:16.120189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:16.120997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:16.121080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:16.121113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:16.241411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:16.241560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:16.241618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:16.241647] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:16.244969] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-23T20:35:16.245248] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-23T20:35:16.245376] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:16.383907] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZBIO.txt
[2025-12-23T20:35:16.384068] [INFO ] [sig       ] [3535/3557] Completed ZBIO in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 7.5s
[2025-12-23T20:35:16.384109] [INFO ] [sig       ] [3536/3557] Forecasting ZBRA...
[2025-12-23T20:35:16.384138] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-23T20:35:16.384167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-23T20:35:16.395951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-23T20:35:16.396329] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-23T20:35:16.397154] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-23T20:35:16.397209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:16.397243] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:16.397271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:16.397329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:16.457308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:16.458160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:16.458247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:16.458281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:16.573437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:16.573613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:16.573655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:16.573684] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:16.577070] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-23T20:35:16.577351] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-23T20:35:16.577477] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:16.773701] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZBRA.txt
[2025-12-23T20:35:16.773847] [INFO ] [sig       ] [3536/3557] Completed ZBRA in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 7.2s
[2025-12-23T20:35:16.773887] [INFO ] [sig       ] [3537/3557] Forecasting ZD...
[2025-12-23T20:35:16.773916] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-23T20:35:16.773946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-23T20:35:16.786137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-23T20:35:16.786448] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-23T20:35:16.787220] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-23T20:35:16.787274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:16.787306] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:16.787332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:16.787392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:16.843292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:16.844201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:16.844295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:16.844330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:16.961731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:16.961887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:16.961927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:16.961957] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:16.965263] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-23T20:35:16.965543] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-23T20:35:16.965690] [INFO ] [sig       ] ZD: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:17.105076] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZD.txt
[2025-12-23T20:35:17.105234] [INFO ] [sig       ] [3537/3557] Completed ZD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 6.9s
[2025-12-23T20:35:17.105274] [INFO ] [sig       ] [3538/3557] Forecasting ZEPP...
[2025-12-23T20:35:17.105304] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-23T20:35:17.105333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-23T20:35:17.116121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-23T20:35:17.116482] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-23T20:35:17.117258] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-23T20:35:17.117312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:17.117371] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:17.117399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:17.117455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:17.172464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:17.173279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:17.173361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:17.173393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:17.282601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:17.282752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:17.282792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:17.282821] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:17.286142] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2025-12-23T20:35:17.286424] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-23T20:35:17.286549] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:17.438566] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZEPP.txt
[2025-12-23T20:35:17.438780] [INFO ] [sig       ] [3538/3557] Completed ZEPP in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 6.5s
[2025-12-23T20:35:17.438838] [INFO ] [sig       ] [3539/3557] Forecasting ZETA...
[2025-12-23T20:35:17.438871] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-23T20:35:17.438903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-23T20:35:17.451263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-23T20:35:17.451690] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-23T20:35:17.452554] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-23T20:35:17.452632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:17.452666] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:17.452693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:17.452750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:17.517676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:17.518631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:17.518716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:17.518758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:17.650875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:17.651046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:17.651106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:17.651152] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:17.654948] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-23T20:35:17.655282] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-23T20:35:17.655436] [INFO ] [sig       ] ZETA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:17.811941] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZETA.txt
[2025-12-23T20:35:17.812110] [INFO ] [sig       ] [3539/3557] Completed ZETA in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 6.2s
[2025-12-23T20:35:17.812151] [INFO ] [sig       ] [3540/3557] Forecasting ZEUS...
[2025-12-23T20:35:17.812183] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-23T20:35:17.812214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-23T20:35:17.824110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-23T20:35:17.824466] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-23T20:35:17.825245] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-23T20:35:17.825309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:17.825343] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:17.825370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:17.825435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:17.881209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:17.882006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:17.882086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:17.882118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:18.001292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:18.001462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:18.001503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:18.001531] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:18.004925] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-12-23T20:35:18.005205] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-23T20:35:18.005338] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:18.142640] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZEUS.txt
[2025-12-23T20:35:18.142802] [INFO ] [sig       ] [3540/3557] Completed ZEUS in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 5.8s
[2025-12-23T20:35:18.142843] [INFO ] [sig       ] [3541/3557] Forecasting ZGN...
[2025-12-23T20:35:18.142873] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-23T20:35:18.142904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-23T20:35:18.154050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-23T20:35:18.154358] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-23T20:35:18.155130] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-23T20:35:18.155182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:18.155213] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:18.155240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:18.155295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:18.211630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:18.212657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:18.212739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:18.212771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:18.338087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:18.338256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:18.338301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:18.338365] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:18.342258] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-23T20:35:18.342546] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-23T20:35:18.342696] [INFO ] [sig       ] ZGN: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:18.500193] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZGN.txt
[2025-12-23T20:35:18.500359] [INFO ] [sig       ] [3541/3557] Completed ZGN in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 5.5s
[2025-12-23T20:35:18.500405] [INFO ] [sig       ] [3542/3557] Forecasting ZH...
[2025-12-23T20:35:18.500436] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-23T20:35:18.500469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-23T20:35:18.513377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-23T20:35:18.513806] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-23T20:35:18.514676] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-23T20:35:18.514742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:18.514788] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:18.514829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:18.514912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:18.573046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:18.574083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:18.574192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:18.574233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:18.693669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:18.693827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:18.693869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:18.693898] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:18.697321] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-12-23T20:35:18.697622] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-23T20:35:18.697751] [INFO ] [sig       ] ZH: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:18.834829] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZH.txt
[2025-12-23T20:35:18.834980] [INFO ] [sig       ] [3542/3557] Completed ZH in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 5.1s
[2025-12-23T20:35:18.835021] [INFO ] [sig       ] [3543/3557] Forecasting ZIM...
[2025-12-23T20:35:18.835049] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-23T20:35:18.835078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-23T20:35:18.848021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-23T20:35:18.848354] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-23T20:35:18.849135] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-23T20:35:18.852414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:18.852458] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:18.852485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:18.852554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:18.909186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:18.910080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:18.910168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:18.910203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:19.030197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:19.030385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:19.030439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:19.030471] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:19.033961] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-23T20:35:19.034263] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-23T20:35:19.034408] [INFO ] [sig       ] ZIM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:19.173810] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZIM.txt
[2025-12-23T20:35:19.173975] [INFO ] [sig       ] [3543/3557] Completed ZIM in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 4.8s
[2025-12-23T20:35:19.174020] [INFO ] [sig       ] [3544/3557] Forecasting ZION...
[2025-12-23T20:35:19.174050] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-23T20:35:19.174081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-23T20:35:19.185749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-23T20:35:19.186109] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-23T20:35:19.186925] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-23T20:35:19.186980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:19.187011] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:19.187037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:19.187092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:19.243291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:19.244160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:19.244243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:19.244276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:19.369833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:19.369997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:19.370038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:19.370067] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:19.373500] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-23T20:35:19.373823] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-23T20:35:19.373962] [INFO ] [sig       ] ZION: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:19.511389] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZION.txt
[2025-12-23T20:35:19.511558] [INFO ] [sig       ] [3544/3557] Completed ZION in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 4.5s
[2025-12-23T20:35:19.511622] [INFO ] [sig       ] [3545/3557] Forecasting ZIP...
[2025-12-23T20:35:19.511652] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-23T20:35:19.511681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-23T20:35:19.522964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-23T20:35:19.523360] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-23T20:35:19.524211] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-23T20:35:19.524267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:19.524299] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:19.524327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:19.524383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:19.580752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:19.581682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:19.581777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:19.581811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:19.709185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:19.709356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:19.709409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:19.709440] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:19.713055] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-23T20:35:19.713394] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-23T20:35:19.713545] [INFO ] [sig       ] ZIP: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:19.851912] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZIP.txt
[2025-12-23T20:35:19.852070] [INFO ] [sig       ] [3545/3557] Completed ZIP in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 4.1s
[2025-12-23T20:35:19.852112] [INFO ] [sig       ] [3546/3557] Forecasting ZLAB...
[2025-12-23T20:35:19.852141] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-23T20:35:19.852170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-23T20:35:19.864098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-23T20:35:19.864402] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-23T20:35:19.865167] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-23T20:35:19.865220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:19.865251] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:19.865276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:19.865331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:19.920129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:19.921037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:19.921118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:19.921150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:20.039686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:20.039847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:20.039888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:20.039915] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:20.043273] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-23T20:35:20.043549] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-23T20:35:20.043689] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:20.180220] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZLAB.txt
[2025-12-23T20:35:20.180376] [INFO ] [sig       ] [3546/3557] Completed ZLAB in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 3.8s
[2025-12-23T20:35:20.180417] [INFO ] [sig       ] [3547/3557] Forecasting ZM...
[2025-12-23T20:35:20.180446] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-23T20:35:20.180474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-23T20:35:20.191644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-23T20:35:20.191958] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-23T20:35:20.192734] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-23T20:35:20.192786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:20.192816] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:20.192841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:20.192895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:20.248065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:20.248917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:20.248995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:20.249026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:20.366521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:20.366710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:20.366769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:20.366799] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:20.370196] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-23T20:35:20.370471] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-23T20:35:20.370613] [INFO ] [sig       ] ZM: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:20.512517] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZM.txt
[2025-12-23T20:35:20.512700] [INFO ] [sig       ] [3547/3557] Completed ZM in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 3.4s
[2025-12-23T20:35:20.512743] [INFO ] [sig       ] [3548/3557] Forecasting ZNTL...
[2025-12-23T20:35:20.512772] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-23T20:35:20.512801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-23T20:35:20.524966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-23T20:35:20.525274] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-23T20:35:20.526063] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-23T20:35:20.526115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:20.526146] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:20.526173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:20.526228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:20.582426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:20.583281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:20.583411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:20.583446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:20.703410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:20.703594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:20.703636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:20.703665] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:20.706963] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-23T20:35:20.707233] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-23T20:35:20.707357] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:20.846083] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZNTL.txt
[2025-12-23T20:35:20.846249] [INFO ] [sig       ] [3548/3557] Completed ZNTL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 3.1s
[2025-12-23T20:35:20.846290] [INFO ] [sig       ] [3549/3557] Forecasting ZS...
[2025-12-23T20:35:20.846319] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-23T20:35:20.846349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-23T20:35:20.857959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-23T20:35:20.858262] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-23T20:35:20.859034] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-23T20:35:20.859086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:20.859118] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:20.859167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:20.859225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:20.916183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:20.917036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:20.917137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:20.917169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:21.037284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:21.037452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:21.037498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:21.037526] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:21.040877] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-23T20:35:21.041150] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-23T20:35:21.041275] [INFO ] [sig       ] ZS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:21.181067] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZS.txt
[2025-12-23T20:35:21.181228] [INFO ] [sig       ] [3549/3557] Completed ZS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 2.7s
[2025-12-23T20:35:21.181269] [INFO ] [sig       ] [3550/3557] Forecasting ZTO...
[2025-12-23T20:35:21.181298] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-23T20:35:21.181327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-23T20:35:21.192251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-23T20:35:21.192554] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-23T20:35:21.193528] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-23T20:35:21.193596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:21.193628] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:21.193654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:21.193710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:21.253793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:21.254752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:21.254841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:21.254874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:21.372161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:21.372321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:21.372362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:21.372390] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:21.375776] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-23T20:35:21.376046] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-23T20:35:21.376171] [INFO ] [sig       ] ZTO: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:21.515511] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZTO.txt
[2025-12-23T20:35:21.515684] [INFO ] [sig       ] [3550/3557] Completed ZTO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-23T20:35:21.515725] [INFO ] [sig       ] [3551/3557] Forecasting ZTS...
[2025-12-23T20:35:21.515755] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-23T20:35:21.515785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-23T20:35:21.527494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-23T20:35:21.527788] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-23T20:35:21.528536] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-23T20:35:21.528605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:21.528649] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:21.528677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:21.528733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:21.584143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:21.584753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:21.584827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:21.584858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:21.705001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:21.705133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:21.705169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:21.705200] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:21.708424] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-23T20:35:21.708713] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-23T20:35:21.708835] [INFO ] [sig       ] ZTS: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:21.868727] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZTS.txt
[2025-12-23T20:35:21.868997] [INFO ] [sig       ] [3551/3557] Completed ZTS in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 2.1s
[2025-12-23T20:35:21.869064] [INFO ] [sig       ] [3552/3557] Forecasting ZUMZ...
[2025-12-23T20:35:21.869108] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-23T20:35:21.869174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-23T20:35:21.884430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-23T20:35:21.884891] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-23T20:35:21.885961] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-23T20:35:21.886027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:21.886075] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:21.886118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:21.886203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:21.946966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:21.947877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:21.947963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:21.947998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:22.069347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:22.069511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:22.069557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:22.069602] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:22.073106] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-23T20:35:22.073382] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-23T20:35:22.073511] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:22.210633] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZUMZ.txt
[2025-12-23T20:35:22.210803] [INFO ] [sig       ] [3552/3557] Completed ZUMZ in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.7s
[2025-12-23T20:35:22.210853] [INFO ] [sig       ] [3553/3557] Forecasting ZURA...
[2025-12-23T20:35:22.210886] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-23T20:35:22.210917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-23T20:35:22.222907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-23T20:35:22.223309] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-23T20:35:22.224111] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-23T20:35:22.224164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:22.224195] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:22.224222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:22.224277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:22.280405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:22.281266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:22.281364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:22.281398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:22.403687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:22.403849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:22.403889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:22.403918] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:22.407297] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-23T20:35:22.407589] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-23T20:35:22.407718] [INFO ] [sig       ] ZURA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:22.550271] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZURA.txt
[2025-12-23T20:35:22.550418] [INFO ] [sig       ] [3553/3557] Completed ZURA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.4s
[2025-12-23T20:35:22.550458] [INFO ] [sig       ] [3554/3557] Forecasting ZVIA...
[2025-12-23T20:35:22.550489] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-23T20:35:22.550521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-23T20:35:22.561591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-23T20:35:22.561905] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-23T20:35:22.562671] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-23T20:35:22.562723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:22.562755] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:22.562783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:22.562838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:22.620390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:22.621178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:22.621254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:22.621287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:22.743624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:22.743774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:22.743814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:22.743843] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:22.747154] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-23T20:35:22.747422] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-23T20:35:22.747548] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-23: UP (sign=1.00)
[2025-12-23T20:35:22.887759] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-24	1 -> ./output/forecasts/individual/2025-12-24/ZVIA.txt
[2025-12-23T20:35:22.887912] [INFO ] [sig       ] [3554/3557] Completed ZVIA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.0s
[2025-12-23T20:35:22.887952] [INFO ] [sig       ] [3555/3557] Forecasting ZVRA...
[2025-12-23T20:35:22.887989] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-23T20:35:22.888019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-23T20:35:22.899483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-23T20:35:22.899791] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-23T20:35:22.900541] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-23T20:35:22.900612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:22.900685] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:22.900713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:22.900770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:22.957457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:22.958449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:22.958529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:22.958560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:23.078210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:23.078343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:23.078383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:23.078412] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:23.082142] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-23T20:35:23.082420] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-23T20:35:23.082548] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:23.225053] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZVRA.txt
[2025-12-23T20:35:23.225193] [INFO ] [sig       ] [3555/3557] Completed ZVRA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 0.7s
[2025-12-23T20:35:23.225233] [INFO ] [sig       ] [3556/3557] Forecasting ZWS...
[2025-12-23T20:35:23.225262] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-23T20:35:23.225300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-23T20:35:23.237270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-23T20:35:23.237623] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-23T20:35:23.238473] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-23T20:35:23.238527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:23.238565] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:23.238614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:23.238679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:23.297108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:23.297860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:23.297984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:23.298021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:23.418187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:23.418342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:23.418383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:23.418413] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:23.421727] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-12-23T20:35:23.422008] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-23T20:35:23.422130] [INFO ] [sig       ] ZWS: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:23.560192] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZWS.txt
[2025-12-23T20:35:23.560322] [INFO ] [sig       ] [3556/3557] Completed ZWS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 0.3s
[2025-12-23T20:35:23.560361] [INFO ] [sig       ] [3557/3557] Forecasting ZYME...
[2025-12-23T20:35:23.560412] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-23T20:35:23.560442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-23T20:35:23.572280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-23T20:35:23.572564] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-23T20:35:23.573329] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-23T20:35:23.573381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-23T20:35:23.573413] [DEBUG] [FORECASTER] Starting train method
[2025-12-23T20:35:23.573439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-23T20:35:23.573495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-23T20:35:23.629083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-23T20:35:23.629748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-23T20:35:23.629825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-23T20:35:23.629857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-23T20:35:23.747502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-23T20:35:23.747663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-23T20:35:23.747702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-23T20:35:23.747729] [INFO ] [FORECASTER] Training complete
[2025-12-23T20:35:23.751016] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=10.70%)
[2025-12-23T20:35:23.751286] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-23T20:35:23.751412] [INFO ] [sig       ] ZYME: Forecast for 2025-12-23: DOWN (sign=0.00)
[2025-12-23T20:35:23.886974] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-24	0 -> ./output/forecasts/individual/2025-12-24/ZYME.txt
[2025-12-23T20:35:23.887087] [INFO ] [sig       ] [3557/3557] Completed ZYME in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 0.0s
[2025-12-23T20:35:23.887126] [INFO ] [sig       ] ==================================================
[2025-12-23T20:35:23.887155] [INFO ] [sig       ] Forecasts complete: 3557/3557 symbols succeeded
[2025-12-23T20:35:23.887184] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-23T20:35:23.887210] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-23T20:35:23.887621] [INFO ] [sig       ] Found 51 forecast dates to process
[2025-12-23T20:35:23.887662] [INFO ] [sig       ] [1/51] Processing report for 2025-10-10...
[2025-12-23T20:35:23.887699] [INFO ] [sig       ] [1/51] Report for 2025-10-10 already exists, skipping...
[2025-12-23T20:35:23.887728] [INFO ] [sig       ] [2/51] Processing report for 2025-10-13...
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[2025-12-23T20:35:23.959782] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.959907] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.959978] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.960042] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.960106] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.960178] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-23T20:35:23.960244] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.960308] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.960371] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.960433] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.960503] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.960584] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.960662] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.960728] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.960798] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.960864] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.960927] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.960990] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.961052] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.961116] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.961178] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.961240] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.961310] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.961376] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.961437] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.961509] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.961595] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.961662] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.961734] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.961797] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.961872] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.961935] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.961998] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.962072] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-23T20:35:23.962136] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.962197] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.962260] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.962322] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.962384] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.962446] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.962509] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.962588] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.962655] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.962718] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.962789] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.962852] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.962925] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.962988] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.963050] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.963112] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.963175] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.963237] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.963299] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.963363] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.963424] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.963486] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.963547] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.963629] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.963770] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.963863] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.963947] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.964031] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.964109] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.964173] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.964236] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.964306] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.964370] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.964438] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.964499] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-23T20:35:23.964589] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.964657] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.964735] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.964798] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.964859] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.964921] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.964983] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.965045] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.965107] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.965169] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.965242] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.965306] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.965368] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.965431] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.965494] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.965556] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.965644] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.965707] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.965777] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.965841] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.965902] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.965965] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.966069] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-23T20:35:23.966137] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.966200] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.966262] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.966325] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.966387] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.966449] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.966512] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.966600] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.966665] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.966726] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.966788] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.966850] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.966912] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.966981] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.967045] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.967113] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.967174] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.967249] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.967319] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.967382] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.967443] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.967505] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.967569] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.967661] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.967732] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.967796] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.967857] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.967918] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.967980] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.968040] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.968103] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.968165] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.968227] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.968289] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.968352] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-23T20:35:23.968414] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.968476] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.968613] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.968707] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.968793] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.968877] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.968950] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.969013] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.969075] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.969138] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.969223] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-23T20:35:23.969285] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.969346] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.969409] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.969471] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.969532] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.969612] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.969677] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.969747] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.969810] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.969874] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.969936] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.969999] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.970061] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.970122] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.970185] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.970257] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.970319] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.970382] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.970443] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.970503] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.970569] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.970650] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.970712] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.970775] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.970837] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.970898] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.970960] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.971021] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.971083] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.971145] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-23T20:35:23.971206] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.971267] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.971329] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.971391] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.971456] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.971517] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.971596] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.971661] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.971723] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-23T20:35:23.971784] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.971851] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.971914] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.971975] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.972045] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.972108] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.972184] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.972249] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.972311] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.972372] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.972434] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.972496] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.972566] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.972664] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.972728] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.972789] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.972852] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.972914] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.972976] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.973038] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.973101] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-23T20:35:23.973162] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.973223] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.973327] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.973417] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.973501] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.973610] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.973690] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.973766] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.973829] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.973889] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.973985] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.974058] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.974119] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.974180] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.974240] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.974300] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.974361] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.974430] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.974492] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.974552] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.974637] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.974697] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.974758] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.974835] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.974905] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.974967] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.975027] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.975086] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.975146] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.975206] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.975266] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.975325] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.975384] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.975444] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.975505] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.975565] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.975652] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.975713] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.975773] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.975833] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.975907] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.975971] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.976031] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.976091] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.976152] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.976212] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.976272] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.976332] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.976393] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.976453] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.976514] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.976596] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.976661] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.976721] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.976781] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.976841] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.976903] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.976964] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.977024] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.977085] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.977154] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.977223] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.977284] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.977345] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.977404] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.977464] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.977524] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.977602] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.977666] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.977735] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.977798] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.977861] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.977921] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.978055] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.978146] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.978230] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.978317] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-23T20:35:23.978388] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.978449] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.978515] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.978592] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.978665] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.978728] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.978798] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.978861] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.978923] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.978984] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.979045] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.979108] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.979186] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.979252] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.979315] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.979377] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.979440] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.979500] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.979562] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.979654] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.979724] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.979785] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.979856] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.979920] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.979994] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.980057] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-23T20:35:23.980120] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.980182] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.980243] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.980304] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.980364] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.980425] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.980486] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.980548] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-23T20:35:23.980646] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.980711] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.980781] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.980844] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.980907] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.980970] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.981039] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.981104] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.981166] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.981227] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.981289] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.981358] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.981421] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.981483] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.981548] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.981634] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.981699] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.981763] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-23T20:35:23.981833] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.981895] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.981958] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.982020] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.982082] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.982145] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.982208] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.982269] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.982339] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.982410] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.982482] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.982545] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.982626] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.982689] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.982751] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.982855] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.982943] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.983029] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.983113] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.983195] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.983259] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.983320] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.983380] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.983441] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.983503] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.983567] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.983651] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-23T20:35:23.983722] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.983784] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.983845] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.983905] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.983974] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.984036] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.984097] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.984157] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.984217] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-23T20:35:23.984277] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.984336] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.984396] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.984457] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.984517] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.984606] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.984671] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.984731] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.984791] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.984852] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.984919] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.984980] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.985040] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.985110] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-23T20:35:23.985171] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.985232] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.985301] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.985364] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.985423] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.985500] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.985562] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.985646] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.985708] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.985777] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.985840] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.985901] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.985965] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-23T20:35:23.986025] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.986086] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.986145] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.986204] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.986265] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.986325] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.986386] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.986456] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.986518] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.986609] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.986672] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.986735] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.986797] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.986857] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.986916] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.986977] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.987038] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.987098] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.987175] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.987238] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.987298] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.987367] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.987429] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.987538] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.987646] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.987732] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.987815] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.987888] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.987949] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.988021] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.988083] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.988143] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.988202] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.988262] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.988322] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.988392] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.988456] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-23T20:35:23.988525] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-23T20:35:23.988608] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.988672] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.988734] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.988795] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.988866] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.988930] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.988991] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.989053] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.989116] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.989191] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-23T20:35:23.989255] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.989327] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.989392] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.989454] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.989515] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-23T20:35:23.989601] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.989667] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-23T20:35:23.989730] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.989791] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.989854] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.989916] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.989993] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.990065] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.990136] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.990200] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.990262] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.990324] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.990385] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.990455] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.990519] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.990598] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.990663] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.990725] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.990787] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.990849] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.991180] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-23T20:35:23.991264] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.991328] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.991389] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.991451] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-23T20:35:23.991512] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.991592] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.991660] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.991731] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.991802] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.991864] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.991926] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.991987] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.992048] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.992110] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.992171] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.992234] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.992296] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.992357] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.992419] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.992482] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.992607] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.992710] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.992799] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.992893] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.992963] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.993026] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.993088] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.993149] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.993210] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.993273] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.993334] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.993395] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.993457] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.993528] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.993616] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.993680] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.993742] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-23T20:35:23.993803] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.993862] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.993923] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.993991] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.994055] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.994123] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.994185] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.994245] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.994314] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-23T20:35:23.994376] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.994436] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.994496] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.994561] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.994649] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.994716] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.994780] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-23T20:35:23.994849] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.994911] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.994972] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.995032] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.995100] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.995163] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.995224] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.995285] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.995362] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.995423] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.995489] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-23T20:35:23.995551] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.995634] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.995702] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-23T20:35:23.995765] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-23T20:35:23.995825] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.995885] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.995944] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.996004] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.996064] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.996131] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.996193] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.996252] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.996312] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-23T20:35:23.996372] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.996434] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.996494] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-23T20:35:23.996568] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.996648] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.996710] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.996770] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.996831] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.996901] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.996969] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.997031] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.997091] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-23T20:35:23.997150] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.997211] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.997313] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.997412] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.997498] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-23T20:35:23.997608] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-23T20:35:23.997690] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.997753] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-23T20:35:23.997813] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-23T20:35:23.997874] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.997942] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.998003] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.998064] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-23T20:35:23.998124] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.998184] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-23T20:35:23.998244] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.998313] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.998375] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.998435] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.998494] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.998554] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.998633] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.998694] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-23T20:35:23.998753] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.998812] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.998872] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-23T20:35:23.998931] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.998991] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.999051] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.999111] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-23T20:35:23.999194] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-23T20:35:23.999258] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.999329] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-23T20:35:23.999398] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.999462] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-23T20:35:23.999522] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-23T20:35:23.999605] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-23T20:35:23.999670] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-23T20:35:23.999731] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-23T20:35:23.999791] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-23T20:35:23.999854] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-23T20:35:23.999915] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-23T20:35:23.999975] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.000034] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.000094] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.000162] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.000224] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.000285] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.000362] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.000427] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.000495] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.000559] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.000640] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.000702] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.000763] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.000825] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.000888] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.000958] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.001021] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.001083] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.001145] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.001206] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.001267] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.001327] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.001390] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.001452] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.001515] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.001594] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.001669] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.001749] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.001813] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.001891] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.001955] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.002060] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.002149] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.002241] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.002326] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.002406] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.002470] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.002532] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.002619] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.002685] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.002749] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.002814] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.002876] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.002942] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-23T20:35:24.003023] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.003088] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.003160] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.003225] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.003288] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.003352] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.003414] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.003486] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.003557] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.003640] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.003705] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.003768] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.003831] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.003894] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.003957] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.004028] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.004093] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.004156] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.004218] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.004281] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.004353] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.004417] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.004488] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.004552] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.004641] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.004706] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.004769] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.004840] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.004905] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.004968] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.005030] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.005105] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.005175] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.005240] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.005304] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.005367] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.005438] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.005503] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.005587] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.005653] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.005716] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.005778] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.005840] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.005901] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.005962] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.006023] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.006085] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.006146] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.006218] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.006282] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.006352] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.006416] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.006486] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.006548] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.006629] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.006701] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.006764] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.006834] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.006937] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.007026] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.007112] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.007196] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.007270] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.007333] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.007405] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.007469] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.007532] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.007620] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.007685] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.007747] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.007810] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.007871] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-23T20:35:24.007942] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.008005] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.008066] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.008128] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.008198] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.008271] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.008334] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.008395] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.008457] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.008527] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.008608] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.008682] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.008746] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.008807] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.008868] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-23T20:35:24.008928] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.008990] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.009052] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.009114] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.009212] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.009278] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.009338] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.009399] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.009459] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.009538] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.009649] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.009714] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.009775] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.009835] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.009895] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.009957] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.010017] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.010078] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.010137] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.010197] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.010256] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.010316] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.010377] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.010447] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.010508] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.010569] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.010656] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.010725] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.010976] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.011038] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.011100] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.011161] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.011220] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.011280] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.011338] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.011399] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.011459] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.011521] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.011600] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.011663] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.011724] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.011785] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.011924] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.012026] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.012112] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.012194] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.012261] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.012321] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.012380] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.012439] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.012501] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.012564] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.012650] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.012713] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.012774] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.012834] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.012894] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.012954] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.013013] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.013073] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.013133] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.013194] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.013274] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.013375] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.013458] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.013521] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.013623] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.013881] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.013999] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.014066] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.014127] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.014196] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.014260] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.014322] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.014392] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.014455] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.014516] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.014593] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.014658] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.014727] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.014790] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.014851] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.014921] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.014990] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.015052] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.015113] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.015175] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.015236] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.015297] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.015365] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.015428] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.015489] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.015554] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-23T20:35:24.015674] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.015766] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.015848] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.015921] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.015985] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.016046] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.016106] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.016168] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.016230] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.016290] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.016351] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.016427] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.016488] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.016550] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.016631] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.016707] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.016770] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.016832] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.016901] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.016965] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.017069] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.017158] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.017243] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.017328] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.017410] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.017483] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.017546] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.017628] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.017692] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.017753] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.017814] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.017876] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.017937] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.017999] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.018061] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.018122] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.018184] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.018244] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.018313] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.018376] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.018438] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.018929] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.019006] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.019069] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.019130] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.019216] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.019279] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.019340] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.019401] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.019481] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.019543] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.019630] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.019694] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.019757] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.019826] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.019895] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.019956] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.020025] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.020087] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.020157] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.020219] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.020280] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.020341] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.020402] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.020463] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.020524] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.020603] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.020668] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.020742] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.020804] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.020866] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.020926] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.020987] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.021049] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.021112] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.021174] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.021235] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.021297] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.021358] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.021419] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.021480] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.021541] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.021621] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.021685] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.021748] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.021810] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.021881] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.021960] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.022032] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.022093] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.022153] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.022257] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.022343] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.022428] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.022511] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.022605] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.022670] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.022731] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-23T20:35:24.022792] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.022861] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.022923] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.022982] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.023042] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.023102] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.023162] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.023229] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.023290] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.023349] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.023409] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.023470] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.023530] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.023610] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.023673] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.023740] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.023801] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.023861] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.023930] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.023993] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.024061] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.024122] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.024183] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.024244] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.024303] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.024363] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.024422] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.024490] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.024555] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-23T20:35:24.024645] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.024709] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.024772] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.024840] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.024902] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.024962] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.025022] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.025083] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.025153] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.025215] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.025277] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.025336] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.025397] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.025456] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.025516] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.025597] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.025663] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.025724] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.025794] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.025857] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.025918] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.025979] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.026040] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.026101] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.026161] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.026222] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.026283] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.026344] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.026405] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.026465] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.026526] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.026604] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.026668] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.026728] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.026787] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.026888] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.026982] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.027075] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.027160] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.027231] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.027293] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.027353] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.027413] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.027475] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.027540] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.027623] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.027694] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.027756] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.027817] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.027877] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.027937] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.027998] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.028058] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.028119] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.028179] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.028239] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.028298] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.028366] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.028427] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.028487] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.028547] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.028636] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.028699] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.028760] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.028820] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.028880] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.028940] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.029000] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.029061] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.029121] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.029211] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.029276] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.029337] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.029400] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.029469] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.029531] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.029611] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.029674] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.029735] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.029966] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.030040] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.030104] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.030173] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.030245] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.030325] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.030421] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.030486] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.030560] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.030649] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.030719] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.030783] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.030844] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.030905] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.030966] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.031028] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.031089] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.031151] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.031212] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.031418] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.031491] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.031554] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.031633] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.031697] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.031758] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.031820] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.031882] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.032009] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.032109] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.032195] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.032280] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.032349] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.032411] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.032481] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.032551] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.032634] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.032697] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.032759] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.032820] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.032882] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.032952] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.033015] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.033078] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.033139] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.033209] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.033273] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.033334] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.033396] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.033457] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.033519] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.033603] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.033670] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.033731] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.033793] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.033854] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.033915] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.033977] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.034037] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.034099] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.034161] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.034223] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.034284] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.034354] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.034416] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.034478] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.034544] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.034626] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.034689] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.034759] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.034822] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.034883] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.034952] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.035013] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.035076] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.035140] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.035249] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.035332] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.035409] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.035479] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.035541] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.035626] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.035690] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.035750] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.035811] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.035873] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.035935] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.035996] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.036056] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.036116] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.036187] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.036251] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.036315] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.036377] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.036439] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.036502] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.036562] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.036643] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.036706] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.036833] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.036925] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.037010] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.037095] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.037167] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.037239] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.037304] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.037364] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.037426] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.037488] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.037549] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.037639] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.037716] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.037790] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.037853] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.037913] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.037975] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.038043] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.038119] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.038182] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.038244] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.038307] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.038369] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.038430] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.038491] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.038552] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.038653] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.038722] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.038783] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.038854] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.038918] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.038980] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.039042] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.039104] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.039189] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.039254] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.039317] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.039378] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.039445] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.039506] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.039568] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.039688] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.039753] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.039826] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.039897] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.039968] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.040033] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.040096] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.040157] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.040236] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.040299] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.040360] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.040421] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.040482] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.040544] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.040625] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.040689] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.040750] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.040811] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.040873] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.040935] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.040996] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.041058] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.041126] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.041198] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.041260] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.041322] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.041383] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.041442] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.041502] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.041562] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.041682] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.041780] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.041874] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.041958] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.042027] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.042087] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.042146] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.042207] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.042268] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.042328] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.042396] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.042459] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.042520] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.042597] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.042661] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.042722] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.042800] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.042863] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.042924] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.042990] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.043059] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.043123] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.043183] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.043244] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.043304] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.043363] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.043424] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.043484] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.043544] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.043631] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.043694] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.043754] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.043815] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.043875] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.043936] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.044004] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.044066] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.044135] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.044206] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.044268] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.044329] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.044390] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.044451] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.044511] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.044586] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.044651] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.044713] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.044774] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-23T20:35:24.044843] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.044905] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.044965] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.045027] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.045088] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.045148] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.045225] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.045286] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.045355] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.045415] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.045474] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.045543] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.045632] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.045695] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.045755] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.045814] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.045876] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.045936] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.045996] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.046056] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.046116] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.046174] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.046234] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.046337] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.046422] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.046515] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.046625] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.046700] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.046770] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.046832] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.046893] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.046961] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.047024] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.047084] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.047142] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.047203] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.047263] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.047323] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.047384] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.047446] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.047509] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.047591] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.047658] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.047720] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.047806] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.047870] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.047932] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.047994] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.048056] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.048118] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.048181] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.048244] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.048306] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.048368] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.048429] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.048490] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.048560] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.048648] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.048712] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.048772] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.048833] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.048895] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.048958] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.049020] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.049083] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.049157] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.049225] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.049288] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.049349] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.049425] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.049489] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.049554] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.049634] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.049699] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.049762] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.049831] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.049895] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.049966] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.050036] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.050107] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.050170] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.050232] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.050302] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.050364] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.050427] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.050496] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.050560] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.050642] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.050713] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.050777] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.050838] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.050900] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.050961] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.051023] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.051128] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.051216] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.051302] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.051399] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.051476] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.051538] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.051620] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.051684] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.051746] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.051816] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.051889] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.051958] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.052021] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.052083] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.052145] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.052206] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.052266] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.052325] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.052384] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.052444] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.052502] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.052567] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.052648] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.052708] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.052769] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.052829] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.052889] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.052957] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.053018] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.053079] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.053139] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.053197] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.053257] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.053317] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.053377] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.053437] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.053496] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.053555] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.053648] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.053711] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.053771] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.053831] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.053890] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.053950] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.054010] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.054070] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.054131] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.054191] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.054251] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.054311] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.054371] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.054430] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.054489] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.054548] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.054628] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.054691] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.054753] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.054813] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.054874] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.054934] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.054994] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.055062] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.055124] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.055192] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.055255] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.055332] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.055401] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.055514] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.055614] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.055681] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.055751] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.055875] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.055965] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.056049] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.056131] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.056204] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.056265] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.056325] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.056384] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.056443] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.056503] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.056569] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.056652] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.056714] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.056773] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.056834] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.056904] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.056978] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.057040] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.057112] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.057174] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.057234] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.057296] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.057356] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.057417] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.057479] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.057540] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.057628] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.057693] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.057755] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.057818] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.057881] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.057942] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.058026] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.058097] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.058166] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.058229] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.058299] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.058361] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.058425] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.058495] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.058564] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.058644] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.058708] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.058769] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.058829] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.058891] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.058953] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.059015] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.059076] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.059139] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.059225] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.059288] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.059350] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.059411] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.059474] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.059536] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.059616] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.059688] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.059758] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.059820] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.059882] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.059950] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.060012] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.060072] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.060139] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.060201] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.060262] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.060323] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.060384] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.060445] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.060514] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.060638] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.060728] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.060813] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.060897] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.060973] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.061044] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.061108] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.061176] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.061240] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.061309] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.061372] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.061434] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.061496] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.061558] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.061640] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.061702] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.061764] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.061825] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.061886] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.061948] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.062009] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.062071] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.062140] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.062203] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.062265] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.062326] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.062397] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.062462] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.062534] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.062626] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.062688] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.062749] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.062810] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.062872] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.062933] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.062995] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.063056] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.063136] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.063207] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.063270] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.063330] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.063399] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.063462] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.063524] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.063603] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.063666] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.063729] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.063790] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.063851] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.063911] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.063980] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.064044] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.064106] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.064168] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.064229] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.064291] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.064361] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.064424] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.064485] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.064547] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.064629] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.064692] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.064754] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.064816] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.064879] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.064940] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.065002] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.065063] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.065124] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.065185] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.065247] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.065357] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.065445] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.065530] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.065647] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.065731] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.065795] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.065856] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.065918] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.065982] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.066044] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.066105] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.066166] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.066227] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.066288] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.066349] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.066410] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.066471] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.066533] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.066621] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.066688] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.066750] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.066812] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.066874] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.066936] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.066997] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.067059] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.067122] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.067184] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.067245] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.067307] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.067369] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.067432] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.067493] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.067555] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.067643] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.067707] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.067772] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.067842] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.067906] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.067969] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.068031] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.068093] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.068161] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.068232] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.068295] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.068357] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.068420] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.068483] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.068545] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.068626] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.068689] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.068752] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.068815] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.068877] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.068940] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.069001] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.069063] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.069124] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.069207] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.069271] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.069334] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.069396] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.069458] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.069520] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.069603] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-23T20:35:24.069668] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.069733] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.069794] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.069856] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.069918] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.069980] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.070085] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.070173] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.070258] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.070343] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.070422] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.070485] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.070547] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.070642] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.070707] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.070786] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.070857] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.070920] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.070981] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.071043] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.071104] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.071166] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.071228] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.071299] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.071361] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.071423] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.071485] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.071547] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.071639] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.071703] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.071765] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.071827] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.071889] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.071951] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.072014] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.072076] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.072138] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.072198] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.072261] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.072323] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.072385] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.072447] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.072509] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.072586] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.072653] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.072723] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.072795] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.072859] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.072920] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.072982] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.073042] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.073104] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.073167] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.073237] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.073317] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.073382] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.073452] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.073516] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.073600] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.073666] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.073729] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.073791] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.073852] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.073915] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.073977] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.074049] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.074113] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.074174] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.074236] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.074298] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.074361] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.074422] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.074484] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.074546] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.074627] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.074700] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.074764] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.074866] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.074964] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.075060] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.075148] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.075220] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.075283] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.075345] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.075407] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.075470] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-23T20:35:24.075540] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.075623] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.075696] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.075759] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.075822] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.075909] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.075974] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.076038] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.076100] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.076163] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.076234] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.076298] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.076360] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.076422] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.076498] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.076568] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.076658] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.076721] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.076783] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.076845] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.076907] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.076970] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.077033] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.077108] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.077172] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.077243] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.077307] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.077377] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.077448] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.077512] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.077590] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.077655] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.077718] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.077781] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.077852] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.077918] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-23T20:35:24.077980] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.078043] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.078107] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.078168] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.078229] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.078290] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.078353] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.078432] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.078496] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.078568] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.078655] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.078719] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.078788] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.078852] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.078915] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.078976] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.079038] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.079101] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.079176] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.079243] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.079307] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.079369] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.079431] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.079493] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.079564] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.079647] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.079763] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.079852] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.079938] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.080022] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.080095] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.080158] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.080220] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.080282] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.080343] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.080403] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.080474] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.080536] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.080616] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.080679] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.080739] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.080801] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.080861] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.080920] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.080980] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.081058] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.081120] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.081181] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.081242] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.081311] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.081374] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.081435] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.081496] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.081560] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.081650] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.081712] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.081782] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.081844] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.081904] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.081971] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.082041] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.082103] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.082163] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.082232] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.082292] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.082353] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.082414] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.082483] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.082544] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.082623] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.082685] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.082747] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.082808] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.082869] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.082929] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.082989] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.083049] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.083110] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.083171] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.083232] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.083294] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.083354] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.083414] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.083493] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.083555] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.083635] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.083697] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.083758] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.083819] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.083878] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.083939] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.083999] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.084060] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.084120] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.084179] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.084249] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.084313] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.084415] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.084502] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.084603] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.084693] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.084770] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.084834] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.084895] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.084965] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.085027] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.085087] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.085156] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.085218] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.085280] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.085339] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.085399] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.085461] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.085523] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.085602] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.085669] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.085731] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.085793] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.085863] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.085933] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.085996] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.086067] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.086130] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.086193] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.086256] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.086318] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.086380] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.086441] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.086501] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.086564] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.086659] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.086723] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.086785] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.086847] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.086919] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.086984] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.087047] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.087109] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.087179] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.087243] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.087313] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.087376] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.087437] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.087506] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.087602] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.087680] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.087742] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.087805] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.087867] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.087929] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.087991] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.088053] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.088114] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.088185] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.088249] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.088309] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.088370] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.088431] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.088493] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.088563] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.088645] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.088708] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.088771] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.088832] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.088893] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.088955] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.089017] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.089078] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.089202] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.089291] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.089378] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.089474] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.089548] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.089636] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.089699] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.089761] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.089823] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.089896] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.089960] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.090030] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.090101] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.090164] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.090226] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.090287] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.090353] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.090415] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.090478] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.090539] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.090628] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.090691] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.090754] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.090815] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.090877] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.090939] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.091001] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.091062] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.091123] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.091212] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.091276] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.091338] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.091409] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.091473] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.091535] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.091622] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.091689] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.091752] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.091816] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-23T20:35:24.091878] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.091940] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.092003] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.092064] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.092127] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.092189] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.092250] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.092312] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.092373] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.092436] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.092497] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.092559] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.092641] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.092711] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.092774] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.092837] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.092899] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.092961] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.093024] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.093086] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.093156] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.093220] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.093281] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.093343] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.093405] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.093468] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.093541] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.093626] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.093691] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.093759] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.093830] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.093893] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.093999] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.094088] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.094174] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.094259] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.094336] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.094399] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.094462] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.094525] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.094612] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.094677] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.094738] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.094811] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.094876] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.094937] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.095002] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.095069] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.095131] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.095202] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.095265] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.095333] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.095396] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.095466] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.095538] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.095644] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.095720] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.095784] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.095846] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.095908] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.095971] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.096034] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.096105] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.096170] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.096240] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.096304] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.096368] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.096439] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.096503] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.096606] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.096687] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.096749] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.096811] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.096873] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.096936] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.096997] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.097067] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.097138] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.097201] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.097269] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.097332] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.097394] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.097456] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.097518] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.097595] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.097669] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.097734] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.097796] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.097858] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.097920] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.097982] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.098044] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.098106] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.098169] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.098232] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.098294] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.098356] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.098426] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.098496] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.098560] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.098649] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.098719] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.098784] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.098894] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.098981] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.099075] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.099179] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.099257] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.099320] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.099382] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.099444] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.099515] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.099596] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.099663] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.099733] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.099796] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.099857] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.099920] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.099982] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.100045] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.100107] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.100178] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.100241] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.100302] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.100363] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.100423] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.100484] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.100546] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.100635] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.100698] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.100760] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.100821] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.100883] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.100952] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.101025] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.101089] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.101150] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.101213] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.101275] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.101336] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.101399] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.101469] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.101539] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.101628] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.101693] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.101756] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.101818] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.101881] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.101943] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.102005] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.102067] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.102131] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.102202] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.102264] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.102326] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.102389] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.102452] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.102515] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.102593] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.102660] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.102723] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.102793] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.102856] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.102918] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.102980] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.103041] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.103103] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.103165] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.103228] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.103291] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.103353] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.103434] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.103498] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.103560] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.103677] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.103766] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.103851] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.103936] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.104020] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.104084] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.104146] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.104224] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.104290] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.104362] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.104426] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.104489] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.104552] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.104633] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.104696] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.104758] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.104821] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.104883] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.104945] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.105008] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.105070] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.105134] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.105196] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.105258] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.105322] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.105384] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.105456] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.105518] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.105603] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.105671] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.105734] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.105795] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.105857] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.105927] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.105997] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.106066] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.106129] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.106190] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.106252] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.106313] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.106377] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.106438] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.106498] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.106560] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.106641] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.106711] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.106772] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.106834] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.106895] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.106954] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.107015] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.107083] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.107145] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.107207] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.107269] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.107333] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.107402] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.107470] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.107540] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.107621] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.107692] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.107761] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.107824] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.107885] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.107947] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.108010] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.108071] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.108134] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.108196] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.108258] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.108320] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.108427] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.108517] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.108622] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.108710] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.108787] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.108852] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.108914] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.108977] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.109040] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.109102] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.109176] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.109239] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.109309] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.109372] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.109434] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.109496] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.109557] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.109640] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.109703] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.109765] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.109828] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.109890] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.109951] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.110025] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.110088] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.110150] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.110213] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.110276] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.110345] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.110409] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.110472] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.110534] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.110620] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.110685] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.110747] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.110817] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.110880] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.110942] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.111005] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.111068] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.111130] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.111192] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.111258] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.111333] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.111396] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.111457] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.111520] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.111599] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.111665] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.111727] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.111805] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.111869] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.111932] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.111994] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.112056] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.112125] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.112189] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.112252] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.112314] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.112376] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.112438] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.112499] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.112562] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.112652] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.112718] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.112827] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.112911] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.112979] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.113041] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.113109] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.113171] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.113303] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.113396] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.113481] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.113566] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.113656] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.113720] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.113781] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.113842] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.113912] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.113975] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.114043] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.114104] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.114164] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.114224] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.114286] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.114345] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.114413] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.114491] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.114554] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.114634] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.114696] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.114756] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.114817] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.114878] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.114949] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.115010] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.115072] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.115134] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.115195] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.115256] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.115324] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.115392] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.115456] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.115517] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.115601] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.115667] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.115729] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.115790] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.115853] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.115915] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.115977] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.116038] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.116108] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.116178] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.116239] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.116300] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.116362] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.116423] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.116484] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.116559] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.116641] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.116704] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.116764] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.116825] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.116887] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.116956] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.117018] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.117080] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.117142] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.117203] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.117264] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.117337] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.117400] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.117477] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.117541] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-23T20:35:24.117620] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.117684] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.117746] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.117808] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.117871] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.117940] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.118043] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.118131] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.118217] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.118301] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.118376] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.118439] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.118505] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.118602] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.118682] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.118752] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.118827] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.118891] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.118953] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.119022] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.119085] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.119162] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.119231] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.119293] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.119354] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.119416] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.119479] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.119541] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.119642] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.119708] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.119770] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.119832] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.119895] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.119957] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.120020] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.120081] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.120143] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.120205] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.120268] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.120331] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.120393] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.120455] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.120516] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.120593] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.120659] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.120720] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.120782] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.120844] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.120907] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.120968] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.121030] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.121101] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.121166] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-23T20:35:24.121227] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.121288] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.121350] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.121411] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.121473] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.121536] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.121615] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.121677] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.121738] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.121799] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.121861] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.121923] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.121984] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.122062] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.122126] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.122187] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.122255] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.122319] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.122381] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.122455] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.122526] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.122605] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.122670] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.122731] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.122834] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.122921] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.123006] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.123091] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.123168] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.123232] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.123293] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.123355] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.123417] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.123479] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.123540] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.123626] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.123689] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.123751] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.123812] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.123872] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.123933] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.123994] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.124055] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.124115] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.124178] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.124250] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.124317] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.124380] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.124441] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.124511] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.124599] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.124674] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.124736] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.124798] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.124861] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.124923] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.124985] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.125048] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.125110] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.125179] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.125243] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.125305] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.125376] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.125440] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-23T20:35:24.125501] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.125567] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.125649] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.125711] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.125772] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.125842] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.125905] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.125973] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.126035] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.126096] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.126157] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.126219] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.126280] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-23T20:35:24.126342] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.126409] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.126471] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.126540] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.126623] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.126686] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.126748] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.126810] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.126872] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.126935] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.126996] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.127058] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.127137] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.127199] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.127261] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.127323] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.127393] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.127464] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.127593] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.127687] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.127774] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.127858] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.127932] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.127995] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.128057] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.128120] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.128181] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.128242] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.128304] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.128365] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.128426] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.128489] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.128551] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.128642] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.128714] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.128777] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.128839] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.128901] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.128963] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.129025] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.129095] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.129174] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.129251] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.129314] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.129376] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.129438] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.129498] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.129559] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.129646] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.129708] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.129779] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.129850] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.129913] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.129974] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.130034] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.130094] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.130155] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.130215] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.130274] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.130334] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.130402] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.130471] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.130533] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.130610] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.130673] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.130733] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.130792] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.130852] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.130911] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.130970] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.131029] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.131097] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.131161] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.131220] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.131288] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.131348] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.131408] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.131467] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.131526] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.131602] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.131664] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.131732] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.131794] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.131863] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.131925] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.131984] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.132051] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.132112] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.132179] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.132282] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.132368] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.132451] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.132533] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.132626] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.132691] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.132751] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.132811] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.132871] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.132932] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.132992] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.133059] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.133121] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.133181] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.133240] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.133299] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.133363] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.133432] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.133493] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.133553] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.133637] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.133698] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.133757] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.133816] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.133883] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.133942] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.134003] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.134069] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.134129] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.134204] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.134265] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.134361] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.134436] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.134498] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.134565] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.134655] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.134716] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.134784] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.134844] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.134905] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.134966] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.135035] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.135096] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.135156] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.135215] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.135275] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.135337] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.135401] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.135460] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.135520] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.135595] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.135659] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.135720] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.135779] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.135840] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.135899] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.135959] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.136026] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.136087] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.136147] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.136205] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.136265] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.136324] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.136383] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.136445] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.136505] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.136592] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.136658] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.136718] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.136776] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.136844] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.136979] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.137071] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.137155] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.137237] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.137303] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.137379] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.137440] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.137498] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.137565] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.137645] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.137713] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.137771] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.137836] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.137911] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.137973] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.138032] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.138093] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.138155] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.138233] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.138295] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.138356] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.138414] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.138482] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.138544] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.138630] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.138691] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.138760] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-23T20:35:24.138832] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.138893] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.138953] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.139013] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.139072] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.139132] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.139218] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.139280] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.139340] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.139400] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.139460] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.139521] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.139597] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.139661] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.139721] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.139781] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.139856] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.139918] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.139978] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.140039] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.140098] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.140158] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.140218] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.140278] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.140337] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.140397] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.140456] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.140516] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.140591] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.140664] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.140726] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.140785] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.140846] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.140906] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.140966] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.141026] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.141086] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.141146] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.141206] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.141265] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.141323] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.141382] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.141442] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.141502] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.141619] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.141707] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.141790] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.141872] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.141949] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.142012] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.142073] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.142133] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.142194] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.142262] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.142333] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.142393] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.142453] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.142513] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.142590] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.142655] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.142715] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.142775] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.142837] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.142898] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.142968] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.143031] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.143094] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.143162] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.143226] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.143288] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.143350] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.143411] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.143472] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.143533] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.143647] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.143752] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.143816] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.143879] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.143950] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.144015] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.144077] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.144140] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.144203] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.144265] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.144327] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.144388] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.144449] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.144510] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.144588] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.144654] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.144717] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.144778] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.144846] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.144909] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.144979] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.145042] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.145111] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.145174] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.145235] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.145296] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.145366] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.145429] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.145491] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.145553] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.145636] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.145701] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.145763] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.145824] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.145888] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.145949] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.146011] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.146073] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.146135] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.146197] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.146258] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.146361] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.146449] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.146535] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.146642] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-23T20:35:24.146717] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.146790] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.146853] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.146913] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.146975] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.147045] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.147108] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.147170] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.147231] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.147292] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.147355] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.147425] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.147488] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.147558] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-23T20:35:24.147643] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.147715] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.147791] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.147858] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.147921] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.147983] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.148044] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.148105] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.148174] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.148249] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.148313] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.148375] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.148436] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.148498] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.148559] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.148647] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.148710] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.148772] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.148834] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.148894] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.148957] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.149019] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.149081] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.149143] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.149233] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.149294] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.149355] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.149416] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.149491] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.149558] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.149639] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.149701] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.149762] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.149825] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.149887] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.149967] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.150032] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.150095] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.150165] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.150229] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.150292] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.150355] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.150416] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.150477] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.150542] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.150626] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.150691] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.150754] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.150815] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.150876] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.150938] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.150999] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.151060] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.151163] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.151251] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.151340] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.151426] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.151506] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.151588] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.151655] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.151718] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.151780] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.151841] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.151911] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.151975] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.152038] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.152100] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.152160] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.152239] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.152302] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.152364] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.152424] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.152485] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.152563] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.152646] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.152709] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.152772] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.152833] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.152894] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.152957] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.153027] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.153090] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.153153] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.153213] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.153273] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.153335] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.153395] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.153465] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.153528] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.153618] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.153684] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.153753] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.153817] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.153878] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.153940] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.154003] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.154064] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.154126] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.154186] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.154247] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.154309] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.154370] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.154433] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.154496] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.154563] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.154644] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.154707] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.154769] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.154833] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.154894] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.154957] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.155038] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.155103] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.155164] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.155225] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.155287] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.155357] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.155421] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.155497] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.155560] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.155641] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.155704] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.155766] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.155828] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.155930] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.156018] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.156103] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.156188] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.156262] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.156326] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.156388] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.156449] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.156513] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.156591] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.156657] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.156727] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.156790] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.156852] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.156913] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.156974] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.157036] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.157096] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.157156] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.157218] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.157279] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.157340] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.157401] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.157463] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.157524] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.157629] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.157695] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.157756] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.157817] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.157879] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.157956] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.158020] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.158081] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.158142] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.158204] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.158265] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.158327] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.158388] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.158449] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.158510] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.158586] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.158660] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.158722] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.158783] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.158845] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.158905] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.158967] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.159029] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.159091] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.159174] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.159239] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.159303] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.159367] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.159428] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.159489] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.159551] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.159639] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.159702] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.159764] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.159826] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.159887] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.159950] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.160012] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.160082] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.160146] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.160209] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.160271] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.160334] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.160400] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.160461] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.160523] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.160644] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.160734] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.160817] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.160901] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.160976] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.161038] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.161097] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.161156] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.161217] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.161276] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.161337] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.161397] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.161458] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.161518] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.161594] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.161658] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.161718] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.161778] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.161837] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.161898] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.161960] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-23T20:35:24.162020] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.162081] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.162149] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.162212] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.162273] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.162333] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.162392] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.162451] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.162511] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.162601] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.162667] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.162727] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.162787] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.162846] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.162907] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.162968] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.163028] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.163088] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.163147] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.163207] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.163267] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.163326] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.163385] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.163445] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.163513] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.163592] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.163656] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-23T20:35:24.163717] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.163777] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.163836] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.163896] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.163967] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.164027] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.164087] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.164147] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.164216] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.164278] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.164338] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.164406] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.164466] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.164526] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.164602] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.164665] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.164725] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.164784] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.164844] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.164903] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.164990] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.165053] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.165112] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.165214] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.165301] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.165399] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.165484] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.165556] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.165650] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.165714] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.165774] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.165834] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.165894] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.165960] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.166019] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.166078] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.166145] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.166204] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.166264] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.166339] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.166401] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.166469] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.166600] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.166697] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.166779] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.166852] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.166926] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.166998] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.167071] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.167162] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.167247] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.167319] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.167393] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.167462] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.167523] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.167609] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.167684] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.167756] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.167826] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.167897] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.167959] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.168029] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.168093] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.168155] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.168219] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.168281] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-23T20:35:24.168353] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.168417] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.168487] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.168550] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.168630] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.168694] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.168755] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.168825] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.168887] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.168948] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.169008] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.169070] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.169138] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.169223] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.169287] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.169361] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.169424] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.169486] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.169546] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.169627] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.169689] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.169749] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.169810] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.169879] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.169943] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.170004] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.170064] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.170124] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.170251] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.170343] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.170445] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.170529] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.170623] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.170687] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.170748] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.170809] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.170879] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.170940] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.170999] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.171067] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.171130] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.171190] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.171252] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.171313] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.171374] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.171443] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.171504] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.171565] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.171651] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.171713] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.171773] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.171832] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.171892] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.171952] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.172011] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.172070] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.172138] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.172200] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.172260] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.172319] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.172391] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.172455] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.172523] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.172613] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.172677] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.172736] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.172796] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.172855] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.172932] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.172992] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.173052] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.173112] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.173171] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.173239] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.173302] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.173363] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.173423] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.173483] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.173542] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.173620] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.173682] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.173741] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.173803] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-23T20:35:24.173872] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.173935] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.173996] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.174056] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.174123] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.174185] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.174244] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.174304] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.174364] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.174425] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.174484] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.174544] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.174621] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.174683] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.174750] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.174818] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.174921] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.175007] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.175090] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.175183] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.175258] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.175321] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.175381] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.175456] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.175521] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.175601] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.175667] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.175728] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.175797] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.175861] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.175922] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.175982] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.176043] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.176104] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.176173] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.176237] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.176299] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.176358] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.176431] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.176494] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.176554] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.176644] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.176707] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.176771] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.176832] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.176902] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.176966] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.177027] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.177089] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.177157] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.177219] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.177280] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.177347] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.177409] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.177470] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.177531] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.177622] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.177687] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.177749] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.177811] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.177871] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.177939] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.178011] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.178074] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.178142] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.178203] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.178264] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.178324] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.178386] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.178448] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.178511] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.178587] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.178654] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.178716] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.178786] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.178849] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.178910] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-23T20:35:24.178972] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.179033] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.179094] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.179175] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.179250] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.179313] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.179377] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.179447] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.179511] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.179587] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.179692] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.179782] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.179870] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.179957] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.180033] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.180097] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.180160] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.180222] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.180286] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.180349] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.180412] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.180475] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.180541] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.180643] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.180708] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.180770] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.180833] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.180894] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.180956] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.181018] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.181080] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.181141] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.181202] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.181264] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.181325] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.181388] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.181449] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.181511] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.181598] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.181666] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.181728] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.181798] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.181861] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.181923] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.181992] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.182055] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.182124] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.182195] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.182258] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.182320] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.182394] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.182466] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.182530] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.182615] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.182679] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.182740] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.182802] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.182863] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.182924] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.182994] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.183056] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.183125] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.183188] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-23T20:35:24.183260] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.183325] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.183389] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.183451] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.183521] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.183600] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.183665] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.183727] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.183797] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.183859] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.183921] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.183983] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.184046] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.184109] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.184171] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.184234] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.184297] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.184359] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.184463] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.184561] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.184670] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.184755] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.184836] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.184901] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.184964] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.185027] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.185089] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.185151] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.185212] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.185274] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.185335] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.185398] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.185459] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.185520] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.185601] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.185667] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.185737] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.185799] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.185862] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.185924] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.185986] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.186049] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.186111] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.186173] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.186234] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.186297] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.186367] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.186431] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.186493] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.186555] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.186643] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.186707] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.186776] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.186839] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.186907] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.186971] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.187033] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.187095] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.187158] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.187229] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.187292] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.187357] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.187425] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.187497] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-23T20:35:24.187561] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.187651] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-23T20:35:24.187716] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.187778] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.187839] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.187900] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.187961] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.188022] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.188085] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.188154] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.188224] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.188295] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.188369] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.188433] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.188494] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.188561] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.188641] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-23T20:35:24.188703] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.188766] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.188828] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.188890] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.188952] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.189022] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.189086] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.189169] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.189275] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.189364] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.189451] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.189536] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.189634] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.189699] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.189771] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.189833] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.189895] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.189957] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.190027] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.190091] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.190153] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.190214] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.190283] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.190347] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.190409] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.190470] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.190532] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.190613] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.190676] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.190742] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.190804] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.190882] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.190946] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.191016] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.191086] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.191150] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-23T20:35:24.191224] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.191287] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.191355] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.191418] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.191480] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.191540] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.191635] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.191702] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-23T20:35:24.191764] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.191829] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.191891] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.191953] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.192013] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.192083] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.192148] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.192209] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.192269] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.192340] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.192405] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.192474] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.192538] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.192615] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.192679] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.192741] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.192802] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.192865] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.192935] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.192999] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.193067] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.193131] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.193193] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.193255] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.193317] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.193395] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.193458] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.193520] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.193597] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-23T20:35:24.193663] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.193726] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.193787] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.193849] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.193910] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.193972] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.194085] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.194174] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.194260] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.194345] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.194419] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.194481] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.194543] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.194631] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.194694] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.194764] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.194828] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.194891] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.194953] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.195014] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.195077] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.195140] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.195201] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.195270] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-23T20:35:24.195334] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.195396] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.195472] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-23T20:35:24.195535] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.195622] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.195685] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.195748] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.195810] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-23T20:35:24.195873] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.195944] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.196023] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-23T20:35:24.196086] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-23T20:35:24.196147] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.196219] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.196281] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.196353] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.196415] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.196486] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.196550] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.196639] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.196706] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-23T20:35:24.196771] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.196834] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.196899] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.196976] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-23T20:35:24.197049] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.197112] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.197181] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.197244] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.197305] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.197368] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.197431] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.197494] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-23T20:35:24.197559] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-23T20:35:24.197645] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.197709] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.197780] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-23T20:35:24.197847] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.197910] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-23T20:35:24.197972] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.198034] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.198096] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.198158] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.198220] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-23T20:35:24.198281] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.198343] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.198415] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-23T20:35:24.198479] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.198553] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-23T20:35:24.198635] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.198698] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.198760] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-23T20:35:24.198822] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.198924] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-23T20:35:24.199023] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.199111] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.199228] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-23T20:35:24.199309] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.199374] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-23T20:35:24.199437] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-23T20:35:24.199502] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-23T20:35:24.199565] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-23T20:35:24.199650] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.199714] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-23T20:35:24.199775] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-23T20:35:24.199837] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-23T20:35:24.199899] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.199970] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-23T20:35:24.200033] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-23T20:35:24.200102] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-23T20:35:24.200166] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-23T20:35:24.200227] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-23T20:35:24.201979] [INFO ] [LOCAL     ] Saved consolidated report: 3556 forecasts -> ./output/forecasts/full/2025-12-24.txt
[2025-12-23T20:35:24.202028] [INFO ] [sig       ] [51/51] Successfully generated report for 2025-12-24: 3556 entries
[2025-12-23T20:35:24.202059] [INFO ] [sig       ] ==================================================
[2025-12-23T20:35:24.202087] [INFO ] [sig       ] Report generation complete: 51/51 reports succeeded
[2025-12-23T20:35:24.825234] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-23T20:35:24.825449] [INFO ] [sig       ] Email notification sent
[2025-12-23T20:35:24.825993] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-23T20:35:24.826146] [INFO ] [STATE     ] Last completion updated: 2025-12-23T20:35:24.826046